{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "73b3a023-c271-4581-a681-53100d347bb4",
   "metadata": {},
   "source": [
    "# <span style=\"color: #0884EA;\">南丁格尔圆饼图</span>\n",
    "### 使用筛选的订单量做一个南丁格尔圆饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "53308c09-c6c1-497a-bbeb-e751ae9c307a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxoAAALWCAYAAADBHeUpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAADTU0lEQVR4nOzdd3xT9f7H8dfJTtN0UVooeyMbFBQHLjYuQBEnKCq4J66r1+sev+ueV1Rwgrhwr6vXPa963RsUGS3Qvdsk5/dHaKG0hZKkzej7+Xj0Ac1JvvkE2uS8z3cZOTnDTERERERERCLIEu0CREREREQk8ShoiIiIiIhIxCloiIiIiIhIxCloiIiIiIhIxCloiIiIiIhIxCloiIiIiIhIxCloiIiIiIhIxCloiIiIiIhIxCloiIiIiIhIxCloiIiEwWaz0bVrDh07doh2KXHBYrFgtVpDemxOTifS0lKabPOQQybRu3ePcMtrxGazkZTkJinJjWEYEW9/a71792DWrEPYd989W/V5RETaioKGiMSV2267mmXL/tXk15QpBwIwYcK+vPvuiu1+XXbZuS1+zrPPPpm1a7+ub39rXbt25tNPX+XWW6+O2GuMtEMOmdTotj322JVPPnmFW2+9qtGxe+65kQUL5rSo7YyMdN58cznHHDMTl8u1w/s/8cS9rF79Jf3792lR+1s744wT+eSTVzn//FMb3H7wwRO5996buO66S3e6zR2ZO/dIfv31E3799RO6dcsJqY26MNqlS+ft3m/MmFHceuvVzJ9/fEjPIyISa2zRLkBEZGcMHTqIgQP7NnnsxRffAMDhsNO3b6/ttvPRR583eXuHDhl07pzFd9/9VH9bVVU1AGVl5Y3uX1FRCUBlZdWOi99Gv369eeed53b6ccOG7U9+fkGL7vv3v5/P/PnHM27cWBYuvBLTNAHw+wN069aFb775ocH9Dz10MoceOplp08bz/fc/8f77n263/eOOO5xBgwYwd+6RPPPMyw2OjR49kilTDuCqq26uv62mpgZo+O+1YMEcyssreOWVt5p9XTabjYMOmoDXm0xpaVmDY88//xonnXQMY8fuxvDhg/n66+938K/ScnX/vwBlZRUhtdGtWw4ffPAiFRWV9Ou3R7P3q/u38flqQ3oeEZFYo6AhInHF5/Ph8/nYbbeJ9bcdcsgkrrrqImprfQBUVwdP2G666S5uv31Rg8cfeeRh3HLLlZSUNDxZrXPvvTey224juPLK/+Phh5cDUFUVPCn2+/3069ebsWN3paqqGp/PT3JyEgCdO2czY8Y0AAzDwOl0sHLln3zyyRfNvpZNm4In1ZWVlaxdm7vD196lSyfcbnd9PS2xePEyJk3an6OOmo7DYeeccy4nEAjg9/s2v7aa+vvusks/rr/+b/h8Ps4889IdhozUVC8nn3wsFRWVnHLKBQ3qsttt/N///Z1+/Xrzyy8rWbbsuQbPV3cynZLi5ZxzTsHjSeKXX35vNmgcc8xMOnTIYP36PH79dSX77ddweNHzz7/GY489Q3p6aoNjFosFp9OJ0+ngr7/W8sUX37T0n25znf6t/u7bqcfWKS8PBpTKysrt3q+2NvhvUlMT2vOIiMQaBQ0RiSt+f/DEb+PG/PrbtlzhNhvcpykOhx2AkpLSJo9fe+1tLFp0M9dd9zd69uzOlVf+k0Ag2K5pmowcOYTrr7+s0eNGjhzCnXde1+C2Bx54bLtBo+7E86uvvuOII05q9n51nnrqAfbcc3T9CWlL/PXXWmbOPJGXXnqMmTMPYuPGfK6++pZG98vJ6cRjj91DamoKl1xyDS+88PoO2z7vvAWkp6dRXl7Bww/fufmk3sEPP/zCnDlnsnDhVTz77ENcccX5/Oc/H5CXt7HRyfrJJx+L15vM00+/yKefftnk83g8SZx1VvDfp3PnbB577J4Wv/6tPfroUzsdNOp+psJRF4Dr/mxOXUBWj4aIJAoFDRGJK3Un/dtTNzyoKenpqQAUFBQ2efzrr79n+vQTeOaZByksLGp0/I033mG//aZv7tGoJTU1hbfeeoa33nqPiy4KztMwDAOXy9Vg2E1T6k4sd9aO/g2Skz1YLBZqamqoqaklN3cDc+eexd1338CiRY81+ZiCgiK+/PJb1q/P45FHngKCvQF2uw2320VRUUmD+48ZM5ITTjiKysoqKioqSUtLwWKx4nDYSUpyA/D551/x7LMvc/jhB/O3v53LWWc1nEPRu3cPTj11DpWVVdx4453Nvp5LLz2bTp2yANh11wmN/t0GD+7Pk08u4vPPv+KEE85pcCwYfuw4HI76noVQvfzy4wQCge3ex2q14na72Hffw+qH2gUCweC7vZ/L4P0Cm/9s+n677jqMs88+mZNPPj/knx0RkbakoCEicWVHJ2vNcTod9OjRjYkT9wdgzZp1zd537dr1TJlyFIWFxdjtNgYM2DInpKiopMFJd91QoKqqatav37BTNVksoa3HsaN/g9tvv4bJkw9o8tgXX7zZ4PuZM6cxc+a0BrfNm3d0o8d17z6qvqcoKyuTO++8DqvVymmnnccbb7zTbC233HIfSUlJXHvtrY2O+Xw+XnzxDYqKSli3Lq/Jx48ZM5Ljj59V//0uu/Rr1CtSt9qUx5PEkCED6m83jGAPi9Pp4Isvvm7QCxaKnVnVauv/2xB/ZBs49tjD+cc/LsDtdnPrrVdz2mkXhd+oiEgrU9AQkThjYrPZeOONJ+tvSUtL3e4junXrwjvvPIfL5QSCQeLzz/+3g+cxOOOME5k7dzadO2eHWXPT7HZ7SI+zWi3bHR5WVlbOmjXrKCuroLy8vMHVb4vFwpgxI+tPhDduzOfXX1ditVoxDKPBSbzNZsNmC/Zo1IUbi8XCkiV30LVrDi+88Pp2QwbAn3+u4eSTz2vy2OrVazn33L83+9jkZA+33BJcFau2tha73b7dYVODBg1g2bL7mzx24onn7HQQ3NYuu+zd7JC7OnZ7cDncHd2vpXr06MrVV1/EgQeOA+DHH39l6dKdX0BARCQaFDREJK4YRvAEOSkpqf42h8Ox3cf89ddaXnzxdXr16s67737MkiVP1q8kta299x7D0UfPZNKk/XE47Lz++ju8++7HzJ59WP0+CrNnT+fii8+kurq6/rb999+bTz55pb6ejz/+L6effvF266qbSL7nnqNZu/brFrz6La+3pqb5cfxnn914DgkEh3TdfPOV7LHHrvzvf98xYsQQ3nvvE84661IuvPB0JkzYj0suuZb//vd/zbYdCAS47rrbuPHGv/PPf96Dw2GnpqYWm82G0+nA5XJRXFxSH1jmzDmywd4X/fr1BuDEE49usIrXqlWrG80Lufnmf9CrV3cef/wZpk49kPT0NA499PhGr71fv97ccce1fPPND/XD1yAYilwuJx06pPP99z83+5oiqbbWR3Fxy0JG3dA0l8tJeXnDYXbp6WmceupcTjzxKNxuF3l5G7n55ntZuvS5HQ7fEhGJFQoaIhJXLBaDqqpq9t774PrbZs06ZIf7WJxzzuU7bPvmm69k9uzDCAQCvPTSm9x667/45ZffOfHE4FAimy34lrluXS4fffQ5lZVVTU7Mdjod/Pzz7zt8vuRkD7/9tmqH99uW3b7zb93p6an885//YPLkA3jnnY+4/fb7ee65JUAwgHTt2oVBg/rz3HOLWb78Ba655hYKC4ubbOuDDz7jsMPm8L//vd3k8YkTZ9Wf2J9wwuz6cLG10047ocH3L7/87wZBY9asQznooImsX7+Ba6+9lalTg3uYfPvtj83OTygrK2+0XG8s6dw5u9lAedhhc+v/PmbMKD755BWSkz0UFhZx663/4sEHn9ip1cZERGKBgoaIxBWr1driVZcuvPAMLrzwjGaPX3fd7dx990P139900124XE7uvPMBfvrpt/rbk5KCG9GlpCQzb97RdOnSOSJj5P/44y/23fewsNvZkalTD+Tqqy+mU6csli9/nosuuprhw4cAYLNZMU2Ts866lBUrXuH66//G7NmHMX78OC6//EZeeOG1JtssLS3niSeexWazMmvWofz22yo+/vi/jSaOByfN+xgxovFmhwCjRg3lkUfuorq6YQ/TSy+9wfTpU7jttvs39xAEe45Wrmx6/xPYfs/Q3/52PUuWLGv2sW3B5/Px11/BuUGGYWC1WrDZ7LhczvrlhgE6d85i/foN3Hrrv3j00afCnsQuIhItChoiElccDnuLg0Z+fgEejwebzcoff/xVf3vHjh1ITU3hhx8aDqfJy9vY5HCnxx9/hldffZuNG/NZvPh29thjV95772Peeeej8F5MK3K73UyYMI7TTz+RIUMGUlpaxkUXXc1jjz0NgMsVHG629bCzt9/+gP33n8GVV17I0UfP4N57b2T69Clccsm15OY2nN9QVVXFwoVX0rVrDrNmHcrXX//AxRdf06iOurkkTa3gBdTvZ7LtcKCKikqOOmpB/fdWa3DI3EMPLa1fxalOhw4ZTJ8+lfXr83j55YaT3YNzTNysWrW66X+oNrRxY36DnrhtjR8fnIfx/vufcNxxp+9wOVwRkVinoCEiccXlcm13fsLWHnzwCQYN6s/UqeM55JDj6sfO1+1HsfXu39tTWFhcP4zooouu5u23n2HevGNCChpLl97HuHFjt3ufCROO4IcffmHGjGmN9ubY1i+//M7++89ocNs+++zB4sW343a78Pl8LF36HDfddBcbNmyqv09JSRmbNhXwyy+/NXhsRUUlCxdeyeef/4/rrruEPfccTU5OdqOg0VKBQACLxcKtt17V5PEOHTLq77c9dZPXr7nmlkZDp4YNG8T06VNZtWo1V1zxfztd41VXXdTkSlvb+vHHD7Z7fPbs+bz//ic7/fzbKigoUsgQkYSgoCEiccXrTSY9PbXFk6ffe+8TDjpoImPGjOLNN9/FarUyfPhgfvttVaPlTo877ggOPHAfiotLKCkpa3TlvM66dbn89ddarrxyYZPHDSM4ydfjSeLOOx/k119X1h+rO0letWp1o5WjsrIySUnxUlQUDDV1Y/Lz8wuanC/Rt2+vJucrvP/+J3zwwafk5xdy110PNnk1/9tvfyQtLYWjjprBY489w7p1DXcmX778eb7//ic6dMjgyy+/bfT4jz8OTnyvW41qwoRxfPjhSzidDhwOO4ceOqf+eS0WC4MHD2jUBlC/58aO1M2PWbBgToPduoH6PTa6dOnM6aef2OCYYQSH29ntwSFKN998X6Mduisqtuzc3ZId2rfVt28vADZu3LSDe4qItC8KGiISN1wuJ+npqY1OCL3eZLKzOzb5mP/85wMCgQDjx4/jzTffZfDgAXg8SXzwwaeN7tu9exf23nt3qqqqqa6ubrRfRUqKF48nuFLUjBnTGqyatDWbLbiSkNPp5IknnuXXX7ccq+uNOeKIeY2WW7311quYNevQ+jH5dVe1H3zwCW6/fVGj51m79usmh5GlpaWwYMGF1NbWNrsMbrduOdhsNsrLKxqFjDo///w7dvtqUlO91NT4Gpyge73JGIaBaQZ7Iux2O6mpKfVBw2Ix6u/r8/mYOPHIJp9j9OiRrFixpMljW6ubAL+9OTc9enTl0kvP3m47d9+9uFHQqPt3bukO7VuzWq2sXh3c0by5lcxERNorBQ0RiRtdunQCgqsezZ17Vv3t21t1at26PL766lumTDmAyy67npkzDwKCqxxt69prb+Paa29rsp0xY0by8MN3smHDpvogMHHirEa7f/fo0ZU1a9Y3e4Jfd2K+PdXVwfDQkmVMm3qer7/+T30PwI706tW9Rb1DN998L7fccl/990OGBOcTdO2aw6efvsorr7zVaOfvSLFYLHzxxTcAzJp10k4NK3I47LjdLpKS3LjdboqLSxrdJ9RNILe1bU+LiEh7p6AhInFj8OCBAPUr97TUU0+9yA03XMYxxxzO4YcfzPr1eXz88X9b9FjDMDjllOO4+OKzWLNmHccddzqZmR149tmHuPHGyznzzC0n1z16dOXZZxfz73+/12A/h60FAjs+qa0LIy0JGk2dI//882/U1vo292gEmmxnyJCBpKR4AVi58s8m52DY7TYcDgd2u538/MId1tIcwzAaDWmq07Vr5x0+vnfvHnzzzfcAXHbZuTv9/KWl5fzzn81v9BdN+++/F2effTLXX39HtEsREYk4BQ0RiRsjRgSXZP355992cM+Gnn76JRYuPI0rr1yIzWbjnnsWt+gq9pgxI7nyygsZNmwQf/65hoMOOobi4lL++OMv7rlnMWeeeRKrVq3mllvuY+TIoSxadDOdOmXh9SaTmZnBpk0FjdpsyfPabDaqq2tCvtLe3DClOjk52bz//ovk5xfg9Xrx+/3MmXNmo96ZUNQtzbo1q9W6wyFN25Oc7OGkk44N+fGrV6+NqaBhGAZTpx7IGWfMY9iwQQAMHNi3RfNDTjvtBD777Cu++OLriPXEiIi0FgUNEYkbdct/fvXVdzv1uMrKSh56aCkLF54O0OT8jDoWi4UDD9yHk046hr333p28vI1UVFSSl7exwY7P//d/9zBq1DDOP/9Uhg0bxLhxY8nL28iRR57MBx981mz7dTuJb4/T6aS8vKJF991ZwRWgrsblcnL55TdQW1vLbbddw6OP3s2cOWc2O++kJQYPHsDSpfdx3HFn8PXX39ff7vP56NFj1yYfM2bMyPqNA5tTWhpcAvf99z9h9uz5La6nbljXtnt0tLW6niO73c78+cdz/PGz6NmzGwCff/4Vd9+9mDfffLf+57s5LpeL888/FZfLycKFV/LEE8+2eu0iIuFQ0BCRuDBoUH/69OnJpk0Fjfa/sFqtwJahRnXf1+nWrQsnnHAUPp8Pm83GI4/cxZw5Z/K//20JLE6ngyuvvJAJE/alU6csKisruf32+7nrrod4773nG7Q1Z84srrnmVk4++TyeeuoBJkzYl3Xrcjn44GOb7MXYWl12eOqpB5tcdQqCk96D9w3eed68o5kxY1qT7W096XpHPJ4k7rrrevbee3f+/e/36k9Us7I6cumlZ/Pqq0s555zL6udDtETd/hYjRgzmueeW4PEkscceuzYIGtt/vHWH92npvinN8ft3PAQNYOTIIbz77oqwnqsps2cfBkBmZgZ///v5QHDPkrvuepBPP/2y/n4+X3DuSc+e3bBYLI2GvM2efRgulxOfz8dbb70f8TpFRCJNQUNE4sL8+ccD8MYb79QPGRk+fDCpqSkcdNBEILj/AGzZcwGCw4SWLr2XzMwMLrzwKnw+PzfddDlPP/0g99//CHffvZjy8gqqq2t46633OfTQydx338Pcd9/DbNyYj9VqJTnZQ8eOGdx99w1MnToei8XgoYeWsm5dLtOnn8Bdd13PxIn78dZbz/Dssy/z1lvv8e23PzboAaljsQRPrHv16t7sa3W7g0Gj7iS8Q4eM+v0mtmW17vht3OGwM336NBYuPI3OnbN5552PmD9/y9K8d9/9EGvWrOOf//wHK1Y8zKuvvs2SJcv46KPmd+GuU7dsbZ8+PSksLOKMMy7hjTfe2aq+7QeJ1NSUHT5HSye2N2dHYawu0Lnd7vqlaiP5PN9/vyUYv/nmu/zzn/c0uYfL77//SSAQYPjwwXzxxZuUlGz5+bHb7XTrlgPASy+9SV7expDrFBFpKwoaIhLzbDZb/Vj2pUu3DBeZMuUAzjwzuBzphg2b+Oyzr4Bg7wRA587ZvPDCo3TunM0NN9zB448/AwT3pbj99ms5++xTKC0t5957lwDBk8ARIw5osDfF9OlT8HqT8XqT6datC88//xq3335//ZKw5eUVnHDC2Rx66GQWLjyNU045jlNOOQ4Izg2YNu0YCgq2TKR2OOwA7LbbhGaXt3U6g0GjbknXm266q9nlbR2Opt/G09NTGTNmFAccsDdTpx5IRkY6lZWV3HTTXdxxxwONxvc///xr/PLL79x885VMmzaeadPG8+uvK3nppTf58MPP+OKLr5vcKLFu88FVq/7k2GNPb7AD+9avYVsHHrgPZ5wxjyFDghP8tz6p3lbd/+c+++zR4v1TWlLDtsc/+ujzsJa3dbub3hPk1Vff4oEHHuff/35vuxv6/fXXWq644v847bQT6Nw5q76Hq05lZRVvv/0+f/vb9jdxFBGJFQoaIhLzfD4f48cfwcyZ0xpsHvfww0+yxx678vrr77Bs2Yr6+QUOR/DEdP36PP73v++5445FPPLIU/WP+/e/32PChMOZPn1afcios+0GeG+99QF5eRv5/POvuOGGO5vc/A6CJ+rPP/8au+02gilTDmCvvcbwwguvNwgZW9fWlJKSMjZs2FTfI7O9+wJcddXNFBU1XK7VZrPx3HOLGTVqWP1tpaVlPPDA4/zrXw+zbl1es+39+OOvTJ0aHKZ14YWn069fb849dz6nnjqXWbNOanJI1RVX3ERWViaXXHJtk1fZ3W5Xk8/18cf/5b77/g+73cZHH33OkiVPNltXhw7pAKxdu55XX32r2fttKzk5mdmzD2s2ANRJSkpqcZvbk5mZwc8/N33siitualEbDz30BA899ERE6hERiTYjJ2eYlq0QkYQV3FQuvLc5jyepfu+MeDBp0v7cfPOVfPjhp7z66tu8/vo7jTap2xGLxcIBB+zNrFmHsHr1Wq655taI19mvX2/++mtd/Q7ozXE4gpsB1tTUNDkcTUREYpOChohIAopEwBIREQmHZcd3ERGReKOQISIi0aagISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegISIiIiIiEaegIdKGMjMzol2CiIiISJuwRbsAkfYiMzODDz98iXnzzuGDDz7DYrHgcDioqakhEAhs97E5OZ2wWCz4/b4dPk9VVTWFhcWRKltEREQkJEZOzjAz2kWItBfnnjufWbMO5YADZjJixGCefPJ+/P4ADoedqqpqAGw2K++++xHHH39m/eOWLfsXw4cPxudrPmh4vcnY7Xb+/e/3mDPnzGbvJyIiItIW1KMh0so6d87CYrESCPh56qkXKSkpxem08/HH/6V791E4nQ5WrvycUaMOpLi4lPPOW8DAgf0atDF79vxm28/J6cRFF53BhAn78swzT7N48dLWfkkiIiIiO6SgIdLKTjvtRIYPH0R1dQ3Z2R3p06cnH374GY89di/duuVgmsFOxXfeWQGAx5OE1Wrlu+/eY/ToSVRWVjbZbq9e3Zk//3imTj2Qhx9ezh57TKWkpLStXpaIiIjIdmnolEgbWrr0PioqKpk371ySktzU1NSSlZXJhx++RK9euwFs7tHoyznnXE5FRdMhA+Cxx+4hNTWFE044i02bCtrqJYiIiIi0iHo0RNrI1KkHsttuIxg//nA6dcoiN3cDAFlZmeTnNwwKhmGhoqISh8MOQE1NbaP2qqur+e23lY1ChsViweVyYpo02xsiIiIi0toUNETaQMeOHbj22kv5+effychI57HH7uG++5ZwxhnzME0Tt9vFt9++A4Db7eKjjz4H4PjjZ3HllRdut+1Zsw5t8vbrrrudu+9+KJIvQyLEDmRaraRYDDwWA4/FEvzTMEje6u+ebf6evPnvTouBheD65AYGVgOMzd//s7CU5aUVUX19IiIioKFTIq3O40li+fJF9OjRlfT0NAKBANdddzuLFj2GYcCyZffzzjsfcuedDzZ6rMvlxGaz4fP56udy1LnrrhuorKxk4cIrG9zu9wfw+/0YhrHDZXMl8pwGZFutZNmsZFst9X/PslrItlnJslpJt7beFkY3FZQoaIiISExQj4ZIK/J6k3nkkbswDIN7732Ygw+eSHJyEt27d8Hn8zFmzEj22GNXLrzwqiYfH1zytrrJY6YZDBTV1TXNHNc1hNZgADk2K73tNnrZbXS1WTcHCAtZViuprRgiRERE4omChkgr8no92GxW5s07h2nTJlBUVMy5517O9df/jfT0NG65Jdgb8eabT9UHA4vFgmma9O49Opqlt3sG0HWrQNF781cPuxW3RWFCRERkRxQ0RFrRunV5HHzwcQ1u+/HHXzn66FN5+OE7MYzgCeu4cYeyZs06APbZZ3cWLbqlzWttz7rarPStCxOOYLDoYbPhshjRLk1ERCRuKWiIRMF1111Kenoac+acybvvrmh0vGVzK3QSHIokw2Cw085Qh52hTjtDnQ7SNNxJREQk4hQ0RNqI1WrFarUCcN55V+B0OrHZgt9/+OGL9fczDIPy8uYn844duxtpaamMGjWUt956v3WLTgA9bFaGOO0MczoY6rTTx27DaiikiYiItDYFDZE2YrFYsNmCv3KBQIDKykrS0lIA2GuvgxsMnVqy5M5m2znkkEkcf/wscnM38Pzzr7V+4XGkrrdi2OYeiyHqrRAREYkaBQ2RNuJ0OuqDRp1tvwd4//1P6dNnTLPt3Hjjndxyy31s3Jgf8RrjjQEMctgZ63Yw1uVksNOOTb0VIiIiMUH7aIi0EZfLhd1uo7S0LNqlxLUOVgtjXU72dDsY43Kqx2Ib2kdDRERihXo0RNpIVVUVVVXRriL+2IARLgdjXQ7Gup30d9ijXZKIiIi0gIKGiMScLjYre7qcjHU72NXlwKN9K0REROKOgoaIxIQuNisTklxM8LgYoF4LERGRuKfLhCISNdlWC8emJPFwpw4836UjZ6R7FTJEImjEiCE8+OCtTS48Ueekk47h3ntvavLY4MEDOP/8U7f7HB5PEm63O6w6RSQxKWiISJvKtFqY7U3iwewMXuzSkXPSUxjsVLgQaQ1//bWOvffenSOPPLTZ+yQne+jYsUOTx5KSkjjvvAUMHjyw2cdfffXFvPHGk+TkZIddr4gkFgUNEWl1GRYLRyQncX92Bi936cgFGSkMdzmwaClakVaVn1/AsmXPMXr0iGbvY5omptn0ApSff/4VX331HVOnHtjk8dNPP5GZM6dx771LWLcuLxIli0gC0RwNEWkVSYbBBI+LSUkuRrkc2t9CpA3ttttwvN5kfD4f7733CTU1NYwYMYRvv/0Rm81KdXVNk49zOOz4fH4cDgfV1dWYpslJJ51Lbu6GRvc999z5nHnmSSxYcCGvvvpWa78kEYlDChoiElEDHTZmJCcxyePSalEiUXL88UcyevQIampqcLtddOnSmWuuuZW0tBQef/zeJh+zdu3XABx22FxWrFjS6Pj8+Rfw0ktvkpaWwjXXXMKkSftz4oln8847H7XmSxGROKYN+0QkbG7DYJLHxYzkJAZpvkVUacM+2dYNN1zG2LG7MX784djtdjp1yqKqqhrTDABw4olHs/vuo1iwYCEOh4M1a9aTlpZCVVU1gUCAW2+9ih49ujF58mwALrzwdGbOPIgTTzyX77//CYD584/nrbfe57ffVkXtdYpI7FGPhoiEbIDdxgxvsPciWb0XIjFn/PhxHHPMTGbOPJHk5GSGDRvERx99xqhRw/j00y8BKCsrp7q6psEci02bCgA44IC9mTp1PEcccRKHHDKJ//73a2666W7uvPMhKisrATj00Mn8/e/nM2BAX8477+9t/yJFJGbpzEBEdorLMDg02c3DnTJ4PCeTmd4khQyRGDR48EDuuONaLBYLNTW13HHHtVx22blMmTKexx67p9mVpur07NmNO++8ntzcDfh8Pm644TImTtwPoD5kHHTQBG677Rruv/9RhQwRaURnByLSIv3sNi7KSOG1rh25vEMqg52OaJckIs0YNWooy5bdx9dffw/Ac88tYZdd+nHYYXN44YXX+OmnXzn77FOafXynTlk8/vi9pKWl0KFDBs8//whXXnkzS5YsA8AwDM466yTuuedGbr31Pq688p9t8rpEJL4oaIjIdu3rdrIoO4OlOZkcod4LkZhnt9u47bZreO21/3Dttbfh8/mYP/8C0tJSmD//eADuvnsxxxwzk27dujR6fJ8+PXn66QeorKziyy+/4dFHn+K331Zx8METAejbtxdPPnk/Z555EmeeeSl33PFAm74+EYkfOmMQkUYcwPRkN0/nZHJzVjojXeq9EIkXtbU+Zs+ez8KFV9bvj/HGG+9w1ll/Y/36vPrvn3xyBU2tOn3kkYfhdDqZO/csyssrKC8vZ8GCheyxx64MGzaIUaOG4XQ6OOigY3n++deA4A7k999/M506ZbXZ6xSR2KfJ4CJSL9VicLg3iVneJDpYrdEuR1rZoE4+/ja5goBpEAhAwNzy5Q8YVNRAWbVBeY1BWXXwq7zaoKxm858NvqC8xiBgar+UWLBuXW6j2155ZcteF4FAgIsvvqbJx9588z08/vjTrFmzrv62H3/8lQMOmMHq1Wv55psfWL78+fpj2dkduffem6iqqsKpIZUishUFDRGho9XCcSkepie7cWtoVLuR5jbZr58vom0WVxpsKDXIK7WQV2Iht9RCbknw73mlRvDvpRZq/QokbcPA2MFmmdser66u4c8/1zS63+rVaxvdNmLEEB544FZWrfqTefPOpaSkNLxyRSShKGiItGNdbFbmpniYluzGoZ27JQJS3SapbpN+WYFm7xMIQFGlQe7mMLK+xMIf+RZ+32Tl941W/ihQEIkUm82K1WrFbrdRW9swVKakeOnRoytjxoyiqqq6ycc3F1JcLicnnXQM5567gBUrXuXii69u1L6IiIKGSDvUx27jxFQPBya5sClgSBuzWCDDY5Lh8TOok7/RcZ8f/ircHDw2Wflt45YQsqlcPW47w+EIDmWyWhsHDYfDzooVD2OaAS699LomH2+1WrFag6cKycke9t13LPvsswcHHTQBgAsvvIpnnnmpFV+BiMQzBQ2RdqS33capacns63ZiUcCQGGWzQq/MAL0yA4yntsGxokqDlZss/L7Ryo95Vr5Za+ObtTbKa/Tz3JTPP/+KLl2GN3ls06YCJk6cxZo166iurmnyPk6nA9fmxSBM0+TCC8/AbrezaNFjPPTQUkpLy1qtdhGJf0ZOzjAz2kWISOvKtlqYn5bMNI8bqwJGQrupoITlpRUtuu+evWp56qT4H1PvD8Dvmyx8vcbG12uDX9+vt1Lt0896pKWlpVBUVBLtMkQkTqhHQySBpVoMTkhN5ghvEk4FDElQVgv0zwrQP6uGI0YFr8zX+OCXDVb+t9bG12usfL3Wxk95VvwB/R6EQyFDRHaGgoZIAnIacIzXw/GpHm2wJ+2SwwZDcvwMyfFz7OjgbZW18O1aGx+tsvHh73b+u9pGjSadi4i0GgUNkQRiBQ5LdnNyajKZNu2DIbI1tx3G9PQxpqePc/avorIW/vunjQ9X2vlwpZ3/rbFqHxARkQhS0BBJEBOTXCxIS6a7Xb/WIi3htsM+fX3s09cHVFJSZfDpH8Hejg9+t/FjnhVQ8BARCZXOSETi3O4uB2ekednFaY92KSJxLcVlMmFgLRMGBle62lRm8PEqO+/9ZuPNnxxsLNMwRBGRnaGgIRKnutmsLMxIYU+3M9qliCSkzGSTg4fWcPDQGgKBCr78y8ZrP9p57QcHq/I1NFFEZEcUNETijNOAE1KSOS7Vo5WkRNqIxQK79fCxWw8fl02u5Oc8K6//aOfVHxx8s1YfpSIiTdG7o0gc2dvt5IJ0L101D0MkqgZk+xmQ7ees/apYV2Th9Z/svPa9g4//sGkJXRGRzXS2IhIHOlktLMxIYd8kV7RLEZFt5KQFOGGPak7Yo5rCCoO3f7bz8vcO3v7FTq2WzxWRdkxBQySG2YDjUjycmOrBrf0wRGJeepLJzJE1zBxZQ0G5wfPfOnjqSydfa3iViLRDeucTiVGjXQ4uykihp4ZJicSlDI9Z39Pxc56Vp79y8OzXTnJLdNFARNoHncGIxJgOVgvnp3uZ6HFHuxQRiZAB2X7+NrmSiydW8v7vNp760slrPzio8mlolYgkLgUNkRhhAEd6k1iQlkyyhkmJJCSrBfbr52O/fj5Kq8p56TsHT33l5NM/bGhzQBFJNAoaIjGgi83KlR1SGeFyRLsUEWkjXhcctVsNR+1Wwx/5FpZ/6eTxz51sKteFBhFJDHo3E4mymclulnbuoJAh0o717BDgwgmVfHZhEXfNKmO37rXRLklEJGzq0RCJko5WC5d3SNXO3iJSz2mD6cNrmD68hm/XWVnyiYsVX2suh4jEJ/VoiETBZI+LJztnKmSISLOG5vi5eUY5/72oiIsnVtApJRDtkkREdop6NETaUKrF4NKMVA70aOM9EWmZ9CSTM/etYv5eVbz8vYNFH7q0L4eIxAW9U4m0kX3cTv7WIYVMqzXapYhIHHJsNazq8z9t3P+hi1d/sGOaGlYlIrFJQUOklXkMg/MzvBySnBTtUkQkQYzu4WN0jzJ+3WDhjnfcrPjGQUCBQ0RijOZoiLSiXZ0OluZkKmSISKvolxXgzlnlvHtOMbNGVmO1mNEuSUSknoKGSCswgAWpydybnU6OTUOlRKR19c4McOvh5bx3TjFH7VaFTYFDRGKAgoZIhKVZDO7KSuektGQshoYyiEjb6dkhwD+nV/DBecUcP6YKu1WBQ0SiR0FDJIKGOe083jmT3bVsrYhEUbf0ANcfWsFH5xVzwh5VOG0KHCLS9hQ0RCLkaG8S/8rOIFtDpUQkRuSkBbjm4Ao+Or+Ik/dU4BCRtqWgIRKmJMPghsw0zstIwa6hUiISgzqlmPxjWgXvnVPM9OHVgAKHiLQ+BQ2RMPSx23i0cwfGawM+EYkDXdMD3DWrnJdPLWGPnrXRLkdEEpyChkiIpnlcLOmUQQ+7tqMRkfgyoqufZ04u5aFjS+mT6Y92OSKSoHSGJLKT7MDCjBRmeLU3hojEt0m71HJA/2Ie+9zJzW+5KazQ9UcRiRy9o4jshByblYc6dVDIEJGEYbfCCXtU89H5xZw+rlITxkUkYhQ0RFpouNPOw506sIvTHu1SREQiLsVlcumkSt7VhHERiRAFDZEWmJTk4p7sDNKt+pURkcTWbfOE8ZdOLWFYF1+0yxGROKazJpEdmJfq4erMVJxaulZE2pGRXf28tKCEqw8qx+NQ74aI7DwFDZFm2IArOqRyapoXi0KGiLRDVgucOLaad88pYurgmmiXIyJxRkFDpAlei8Fd2ekcnOyOdikiIlHXOdVk0dFlLD62lJxULYcrIi2joCGyjS42K4s7dWA3lzPapYiIxJSJu9TyztnFzN+rEqtFw6lEZPsUNES2MsxpZ0mnDvTUJnwiIk3yOOHvUyt55dQSRnTVZHERaZ6ChshmE5Nc3KuVpUREWmRIjp8X5pdwzcHlJDvVuyEijemMSoTgylLXaGUpEZGdYrUEN/t755wiJu2iyeIi0pCChrRrBnBZRopWlhIRCUPnFJOHji3jlhllWgpXROopaEi7ZQWuzUzlMG9StEsREUkIR+5aw5tnFjO6R220SxGRGKCgIe2SHbipYxoTPVq+VkQkknpkBHjmpFIumViB3areDZH2TEFD2h2nAbdkpbNvkivapYiIJCSrBc7Yt4qXFpTQr6P23RBprxQ0pF1JMgzuyMpgrFt7ZIiItLYhOX5ePb2Yk/asAtS7IdLeKGhIu+G1GNydnc6uLke0SxERaTfcdrhyWgXLTiilc0og2uWISBtS0JB2Ic1icF92BkOdChkiItGwT18fb55ZzCFDq6Ndioi0EQUNSXiZVgv3Z3dggMMe7VJERNq19CSTe2eXc8fhZbjsGkolkugUNCShdbJaWJSdQW+HLdqliIjIZjNH1vDSghJ6d9BEcZFEpqAhCaubzcoDnTrQza6QISISa3bp5Ofl00qYMkg7ioskKgUNSUg9bFYWZWfQyWaNdikiItKMFJfJA8eUcfnkCqwWDaUSSTQKGpJwOlkt3J2dQaZChohIXFiwTxVPnlhKx2StSiWSSBQ0JKFkWIIhQz0ZIiLxZWwvH6+dXszoHrXRLkVEIkRBQxJGsmFwZ3Y6PTQnQ0QkLnVKMXlqXimn7FUZ7VJEJAIUNCQhuAyD27PStYStiEics1vhiqmV/Gt2KR6H5m2IxDMFDYl7NuD/OqYxXDt+i4gkjIOG1vLyqcX0ydQSuCLxSkFD4poFuDYzjbFuZ7RLERGRCOuXFeD5+SWM7aV5GyLxSEFD4tplHVI40OOKdhkiItJK0pNMnphbyhEjq6NdiojsJAUNiVvnpXs5JDkp2mWIiEgrc9jgtsPLWTi+ItqliMhOUNCQuHRyqoejUzzRLkNERNrQOftXcecRZTismiQuEg8UNCTuHOlNYn6aN9pliIhIFMwYUcOyE0tJd2tzP5FYp6AhcWVikovz0xUyRETas917+nhxQQm9OmhFKpFYpqAhcWOY084VmalYDCPapYiISJT1ygzwwvwSxmgncZGYpaAhcaGLzcrNHdNxKmSIiMhmGR6TZSeWMn24VqQSiUUKGhLzkg2D27LSSbfqx1VERBpy2uCuWeWctV9ltEsRkW3ozE1imhW4qWMavey2aJciIiIx7KIJlVw6ScvfisQSBQ2JaWemexmjXb9FRKQFTh9XxbUHlwNa/lYkFihoSExbWlLOrzWa6CciIi0zd49qbp1ZjsVQ2BCJNgUNiWl5/gAn5hbwXkVVtEsREZE4MWtUDfceWYbNorAhEk0KGhLzKk2T8zcW8WhxebRLERGROHHQ0FoeOrYMp01hQyRaFDQkLpjA7UWlXLWpmFpTHxqJwkjxYh8yCCM1pVXat3bObpV2RSQ+HDiglsfmlJLkiP7nRrKZGe0SRNqcgobElRfKKzk9r4AifyDapchOMFK8dHz6Yaydtpz4u8bvS9byxaRecDrZzz2Ka/y+LWrLc8wRdHzyIbJfWU7K+adjuIKLBTh2G0nWy0/iOe5IAGw9umEfskvkX4yIxJU9e/tYdkIJKa7ofW50M0eymzmbHHNo1GoQiQYFDYk7X1bXMic3n1W1vmiXIi1gpKaQ8c+rsOV02nJbsoeUc08j/7Tz2TT3dIpvugPvafN22Jb74Ml4jjiUon/cyKYF52EfNICUC88CIOmwqRTfeDtJh04FwLX/PlT954PWeVEiEld27e7nqXmlZCS1fdjoGRhDH3MvAPqZ48gy+7d5DSLRoqAhcWmtz8/c9fl8XKndYGNd+lWXUvnvdxvcZiQlUXL7ffhW/glA7a8rsXiTd9iWe8p4yp54mtoff8a/eg1lDzyKa5+xAFhSvPh+Wxls3+XE9PvApzAqIkFDcvw8e3IJnVLaLmz0CexNT8bUf29gMNA8kA5mzzarQSSaFDQkbpWbJmdvKGR5iSaJx7LiG2+jYvmKBrcFNmyk6o3/BL+xWvEcfThV73y4w7YsqSn4czfUf28GArB5GJ1ZUYklPQ0McI3fj6o3322mFRFpr/plBXjyxBIyPa0cNkzoH9ifboxodMiClUHmZFLNnNatQSQGKGhIXAsANxWWcmN+CT5NEo9J/nW5zR6z9e1N9stP4hwzipLb79thW75fV+Iat2f990nTJlL92ZcAVL71Lh3u+SfVH32GtXM2/ty88IsXkYTTt2OAJ+eVkt5Kw6gM02AXcyI5DG72PlZsDDWnkWx2bJUaRGKFgoYkhKfKKjh7QyElmiQeV3y/rST/rIvwrfqTtL+dv8P7l963GMegAXS452YyH74X9/j9KH/mBQCq3nyHvKmzqHz9bXy/rSLjjhvIuOMGcDha+2WISJwZmO1n6QmlEZ8gbpgWBptTyGbH8zBsOBlmHozL9Ea0BpFYoqAhCePTqhpOyM1ntSaJxxXfL79TdM3NOPcZi7GDeRr+3Dw2Hn0yxTfehj9vA9WffUHt19/VHzfLK3DuvhtmTQ2BohICRSU4dx3e2i9BROLQ0Bw/j88pxROhpW8tpo2h5kFk0rvFj3GQxFDzIKymPSI1iMQaBQ1JKH/6/MzNzeeLqppolyLb4dh1ON7TT9pyg98f/DPQsquLgfIKnKNHUnLPQw1uN1K8BEpLsXiT8a1eg2/1GiyttEeHiMS/Ud39PHhMadjtWE0Hw81DyKD7Tj/WQwcGm5PBNMKuQyTWKGhIwikJmJyWV8CK0opolyLN8P35F0mHTcV96BQsWR3xnnoi1Z99iVke/D8zkpLAam328clzj6by7ffx/fJbg9vdkw6g6o3/ECgtw9opC2unLAIlZa36WkQkflXUwD3vu8Nqw266GGEeRiqhT+7OoAf9zH3CqkMkFiloSELyA9cUlHBrQQl+TRKPOYFNBRRedi2eWdPp+Pi/MFxOiq+6qf545qP34txrTJOPtXbJwT1xf0r/taTRMcNmI1BUTM1X32Dv3RN7757UfPV1a70MEYljJVUGxyzx8t5voQ9bcphJjDCn4yUr7Hq6MIwu5rCw2xGJJUZOzjCdhUlC29vt5JrMVJItytWS+G4qKGF5C3vz9uxVy1MnhT9sRCTeFJQbHPOwl2/W2kJuw2V6GW4eipu0iNVlEuBb42UKjD8j1qZINOnMSxLeB5XVzMstYJ3PH+1SREQkyvJKDQ5/ILyQ4TbTGGHOiGjIADCwMMichMfsENF2RaJFQUPahd9rfcxZn8/XmiQuItJurSm0MOP+FH7eEHrI8JgdGGnOwEXrLEtrw8FQcxp2M7y5IyKxQEFD2o3CQIAFeQW8UlYZ7VJERKSNrdxkYfoiL38UNL/QxI54zWxGmNNxkBTByhpzkcJQcxoWM/RaRWKBgoa0K7XA3/OLubuwlIAmiYuItAs/5FqZsSiFdcWhn7inmV0Ybh6KHVcEK2teCp0YaI4HfVRJHFPQkHZpcUk5F28qorKF+zaIiEh8+mqNlSMe8LKxLPRTngyzB0PNg7HhiGBlO5ZFP3qau7fpc4pEkoKGtFtvV1RzUl4BeZokLiKSkD5eZePIB1Moqgz9dKej2Ych5lSshD6vIxw9GU2W2T8qzy0SLgUNadd+rvExJzef76tro12KiIhE0Nu/2Dl2iZfymtB33O5kDmSQOQkL0Z0rMcDcnyQzPao1iIRCQUPavU3+AKfk5fNmuSaJi4gkgpe/s3PiY8lU+UIPGV3MoQwwD8SIgVMlK3YGm1OwmNHpVREJVfR/e0RiQLUJl2wqZlFRWbRLERGRMDz1pYMFy5Kp9YceMrqbu9LP3BeD0NuINA8Z9Df3i3YZIjtFQUMSQrLXzr+WHEi/AWlhtfOv4jL+trGIqoCW+RARiTcPf+rknGc8BMzQA0KvwB70NsdGsKrI6cRAOpm7RLsMkRZT0JC4Z7EY3HznOMbt14Unnp7Mfgd0Cau91yuqWJBXwCa/JomLiMSLu99zcekLHgi1F8KEvoF96MFuEa0r0vqZ47RzuMQNBQ2JexdcMopx+wXDRbLXwV2L9mfuSYPCavO7mlrmrM/nlxpNEhcRiXU3venmutfD2ETPNBhgHkBXhkeuqFYSnK8xGatpj3YpIjukoCFxbfoRfTjh5MENbrNaLVx02W5cfcNYbLbQu8/z/AHm5RbwXkVVuGWKSHuR3C3aFbQrgQD8/aUkbn/HHXIbhmlhkDmRzoR3gaotJZFOf3P/aJchskMKGhK3ho3I5B/X7NHs8cNn9+PBxyaQluYM+TkqTZPzNxbxSLEmiYvEFWcazPwQkrtuua3bRJj5ARy/Cqa9AKl9W9bWkAUw4z2Y/TXsfg3YNp/Udt4bZv8Php4e/D61L3QcFclXIdvhD8DCFR4e/Dj0nbotppUh5lSy6BfBytpGNv3JMYdEuwyR7VLQkLiUlu7k1rv3xeHc/trmY/boxLIVU+jVJyXk5zKBO4rKuHJTMTWmJomLxDxnOhy4BLzdt9zm7QF73wxf3ADLR0PZGtjzph231W827HIivHcWvDIdOo6AsdcHjw04Bj66GPofHfy+xzT485VIvxppQq0fzljuYdkXoV9Ispp2hpoH04GekSusjfU19ybZ7BjtMkSapaAhcccw4J+370NOF0+L7t+jZwpLn53Cnnt3Dut5Xyyv5PS8Aor8gbDaEZFWtu/dsOqFhrel9oUvb4Q/XoKqTfDzo5A5bMdt9TkcvrsPNv0PSlbCVzcHe0YAHGlQ8EPw7zY3mLUQ0Lyu1lZVCyc/kcwL34YeMmymg2HmoaTTdcd3jmEWbAw2J2m+hsQsBQ2JO6efM5y9xuXs1GNSU53ct/hAjj5uQFjP/VV1LXNy81lZ4wurHRFpRR9dDD8+1PC2NW/Bz49t+T61D5T8seO2XOlQvm7L92YAzM0r0vnKwd0hePWj1yGNw41EXHk1zHnEy5s/OUJuw266GWFOJ5VOEawsetykMdA8MNpliDRJQUPiyt775nDqmS24CtkEu93C5VfvzuVXjcFqDX2S+FqfnxNy8/mosjrkNkSkFZWt3v5xix0Gzw/2auxIwQ/QfeKW7/vNgnXvB/++6kWY/DT89XZwEnjZmtBrlh0qqjQ4arGXD1aGfvXeaXoYac4gmcQabtSRvnQxh0a7DJFGFDQkbnTO8XDTrXtjsYS3U+vRxw/kX4sPJNkb+odVuWlyzoZClpWUh1WLiETByIXB3oifH9/xfb+8ETJHwJRn4JDXgz0XPy4JHlv1PCwbASufhYIfYeLS4Jc19MnJ0rT8coNZD3r54q/Q37ddZgojzJkkkR7BymJHb3NP3GZqtMsQaUBBQ+KC3W7htnv2JT0jMh/ge43LYdlzU+jWPTnkNgLAPwtLuT6/GJ8miYvEh877wIBj4d0zwWzBEMiyNbDiAPjoIihfC2vfgw2fbTleWwpd9gN/NVQXBr86xeau0vFqfYnBjEUpfL/eFnIbSWY6I80ZuAl9YZBYZ8UeHEKljyOJIQoaEhcuvnw3ho3IjGibffqm8eSKqYzePTusdp4pq+SsDYWUaJK4SGxL7g7j7oBPLoXiX3fusbVlwZDyxfUNb3emQXUROFKg+PfglzMxr5hHw58FFmbcn8JvG7e/wuD2JJuZjDBn4CT0C0vxIpUcujIi2mWI1FPQkJh30KG9OPr4ga3SdnqGiwceHc/MWS1cT78Zn1XVcEJuPqtrNUlcJCZZXTB+Max+HVa/Abak4FcdezIY27liPuys4IpVBd81vL33dFi5AmpKILlL8KumuFVeQnvz6wYLMxalsLow9JCRYnZihDkdB6Fv6Bdvepm74zbTol2GCKCgITGuR08v/7iu+U35IsHhsHLNTXuy8NJdMcKY/vGnz8/c3Hw+r9IkcZGY02VfSOsf3Pvi2J+3fNVt6HfoG9CtmZV7vD2h96HwZRP7bljsUF0AuR9D2oDgV+7HrfYy2ovv1lmZsSiF3JLQT1PSza4MNw/BRujL4Maj4BCq8WCGN59RJBKMnJxhGs0nMclqNXj8mckMH9F2q4P8599/ccHZ71NRHnrPhBW4KCOFGd6kHd5XJNJuKihheWlFi+67Z69anjqptJUrEtk5X6y2cuzDXkqqQg8ZHcyeDDYnYyH0eR3x7nfjQ/4yvop2GdLOqUdDYtbpZw9v05ABsP/4bjzx9JQWbwbYFD9wXUEJtxSU4NckcRGRFvvgdxuzF6eEFTKyzH4MNqe065AB0NPcnSRT84UkuhQ0JCaN3LUjJ582JCrPPWCXdJ5cMZURo8KbfP5EaQXnbSikLKBJ4iIiO/LmT3aOf8RLRU3oQ346m4PYxZyAhdDndSQKK7bNq1BpCJVEj4KGxBxPsp0bb90bmy16P56ZHd0sWTqJgw/rFVY7H1bVMC+3gLU+TRIXEWnOC984OOnxZKp9oZ8UdzWHM8A8AEOnNvVS6ER3Rka7DGnH9NsoMeeyK8fQrbs32mXgdFq56bZ9OPuCEWG183utjznr8/lfVU1kChMRSSBL/+vgtOUefIHQQ0YPczR9zX0iWFXi6GmOIcnMiHYZ0k4paEhMmTytB4fN7BPtMhpYcMYwbrtnX1yu0LviiwImp+YV8HJZZQQrExGJbw985OSC5zyYYQzv6R3Yk17m7hGsKrFYNg+hMjSESqJAQUNiRnanJK64tnWXsg3VpKk9eHT5JLKyQ1+LvRa4Ir+YuwpLCWiSuIi0c7f/x8UVL3uAEE+ATegX2JfujIpoXYkohWy6s2u0y5B2SEFDYsb1N+9FWlrsrnc+ZFgmy5+fxqAh4XVBLykp56KNRVRqkriItFPXvubmpn+HsQS4aTDQHE8XhkauqATXwxyN20yNdhnSzihoSEw4du5Axu7VOdpl7FB2pyQee2oyE6d0D6ud/1RWc1JuAbk+f4QqExGJfYEAXPpCEve8H3rvsGFaGGxOphMDI1hZ4rNg1TwWaXMKGhJ1OV09nLMwflbFcLtt3Hr3viw4I7wraT/X+piTm8/31ZokLiKJz+eH85718PCnrpDbsJhWhprT6EhszeWLFx3oSQezZ7TLkHZEQUOi7qrrxuLx2KNdxk6xWAzOvmAkN922Nw5n6L9G+f4Ap+QV8Ea5JomLSOKq9sGpTybz1FehD4+1mnaGmYeQQY8IVtb+9DX3xjB1+idtQz9pElWHzuzNXuNyol1GyA4+rDcPL51Eh8zQr9BVm3DppmLuLyqLYGUiIrGhsgbmPZ7MK987Qm7DZjoZbh5GGl0iWFn75CZNE+ilzShoSNR0yHRx8WWjo11G2EaM6sjyFVPpPzAtrHbuLy7j0o1FVAW0IpWIJIbSKjj2YS//+SX0kOEwkxhhziCF7AhW1r51N3fFaSZHuwxpBxQ0JGr+9o8xpKXH7ipTOyOnazJPPD2F/Q7sGlY7b1RUMT+vgE2aJC4ica6wwmD24hQ++SP0obFOM5kR5gyS6RDBysSKnT7m3tEuQ9oBBQ2JigMmdGPKQT2jXUZEeZLt3HX/fpx4yuCw2vm+ppY5ufn8XFMbocpERNrWxjKDIx7w8r81tpDbcJupjDRnkERa5AqTeln0Jc0M7+KYyI4oaEibS/ba+fvVibmLq9VqYeGlu3LNjWOx2ULfhTXPH2BebgHvVFRFsDoRkda3tsjCjPtT+DEv9JDhMTMYYc7ARUoEK5Nt9TPHaWK4tCr9dEmbW3jJrmR3CmOjpjgw88h+PPT4hLA2IKwyTRZuLOLhYk0SF5H4sCrfwvRFXlbmW0Nuw2tmMcKcgRNPBCuTpnjIoAvDol2GJDAFDWlTu43J4vDZ/aJdRpsYvXsnlq2YQu8+oe/EagJ3FpXxj03F1JiaJC4iseunPCszFqWwtij0kJFq5jDcPAw7oa/kJzunpzkah5nYF/8kehQ0pM1YLAaXXbk7FkvoQ4riTY+eKSx9bkrYS/i+VF7JaXkFFPoDEapMRCRyvl5r5fBFXjaUhn5akW52Z5h5MDZCX6FKdp4NJ73NPaNdhiQoBQ1pM0cdN4ABu6RHu4w2l5Li4L6HDuDo4weE1c7/qoOTxH/XJHERiSGf/mFj1oMpFFaGfkqRafZmqDkNK/G1eWuiyGYAKWanaJchCUhBQ9pEWrqTM88bHu0yosZms3D5Vbtz+VVjsFpD79FZ5/NzYm4BH1ZWR7A6EZHQvPurjaOXeCmrDv19LdscwGBzMhZCH3Il4TEw6GPuFe0yJAEpaEibOHfhSFJTE2PPjHAcffxA7l9yIN6U0K/alZsm524oZGlJeQQrExHZOa/+YGfuo16qakMPGTnmEAaa4zF0OhJ1qXQmw+wR7TIkweg3W1rdoCEZzDyyb7TLiBl77pPDsuem0r2HN+Q2AsDNhaVcl1+MT5PERaSNPfM/B/OXJlPjDz1kdDNH0t/cD4P2M28v1vUydw+uQiISIQoa0uouu3IMVqt+1LbWu08qT66Yyug9ssNq59mySs7cUEixJomLSBt57DMnZz/twR8IPSD0DOyuoToxyEsWHekT7TIkgejsT1rVoTN6M3LXrGiXEZPS0p088Mh4jghzud/Pq2o4ITefP2t9EapMRKRp973v4qLnPZhm6CGjT2BvejI6glVJJPVUr4ZEkIKGtBpPsp3zLx4V7TJimsNh5aobxnLRZbthhDF6YLXPz9zcfD7TJHERaSX/fMvN1a+Fsd+CCf0D+9ONERGrSSLPQwbZhLdKokgdBQ1pNaedNYyOWdoEqCXmnjSIex44gCSPLeQ2SgMmZ24o5NnSighWJiICV77i5ta33SE/3jANdjEnksPgCFYlraWnOQbD1CmihE8/RdIqunVP5ti5A6NdRlzZ78CuLH1mCjldPSG34QeuKyjh5oISTRIXkbD5A3DhiiTu/zCckGFhsDmFbPpHsDJpTW5S6cwu0S5DEoCChrSKs84ficOhNdF3Vv+B6SxfMZURozqG1c7S0grO31BIWUCTxEUkNLV+OPtpD49/7gq5DYtpY6h5EJn0jmBl0hZ6mKOxmPocl/AoaEjEDRyUztSDe0a7jLjVIdPNkqUTOfiwXmG182FVDSfmFrBGk8RFZCdV1cL8pck893Xo+x9ZTQfDzUPJoHsEK5O24iSZHIZGuwyJcwoaEnHnXjgKi0XroofD6bRy0237cM7CkWG1s7LWx9zcfL6qqolQZSKS6CpqYO6jXl7/0RFyG3bTxQjzMFLpHMHKpK11N0dhNUPfYFZEQUMiavQe2Yzbr0u0y0gY808fyu337ovLFXr3dVHA5NS8Al4sq4xgZSKSiEqqDI5e4uX930M/uXSYHkaY0/Gipc3jnYMkujI82mVIHFPQkIg6/yItZxtpE6f04PGnJ5OVHfpkTB9wZX4xdxaWEtAkcRFpQkG5wawHvXz+Z+ghw2V6GWnOwEOHCFYm0dTNHInNDH0InbRvChoSMeMndWP4yPAmMUvTBg3pwFMvTGPIsPA+vB8uKWfhxiIqNElcRLaSW2Iw8wEv364LfYntJDONkeZM3KRGsDKJNhtOuprq1ZDQKGhIRFgsBmdfEN58Atm+rOwkHnlyEpOn9QirnXcrqzkpt4Bcnz9ClYlIPPur0MKMRSn8siH0kOExOzDCnIGT5AhWJrEih6FagUpCoqAhEXHYzD707ZcW7TISnttt4+Y7x3HaWcPCaueXWh9z1ufzXbUmiYu0Z79vtDBjkZc/C0I/iUwxsxlhTseBNmhNVA7cZKO9sWTnKWhI2BxOC6efo27VtmKxGJx53gj+7/Z9cDhD/xXODwQ4JbeAN8o1SVykPfphvZUZi1JYVxx6yEgzuzDMPBQ7oe+1IfGhmzkCNMVPdpKChoTt8CP7kdMl9N2sJTQHHdqLR5ZNIrNj6B/wNcClm4r5V1Fp5AoTkZj35Worhz/gZVN56KcBGWYPhpoHYyP0ZXAlfiSRTgd6RrsMiTMKGhIWm81g3vwh0S6j3Ro+siNPrpjGgF3Sw2pnUXE5l2wsoiqgy1Uiie6jlTaOXJxCcVXopwAdzb4MMadiJfR5HRJ/upmaiyk7R0FDwnLI9D7qzYiynC4eHn9qMvuP7xpWO29WVDE/r4BNmiQukrDe+tnOcQ97qagJfVPVTuYuDDInYkGTg9ubNLrgNbU/irScgoaEzGIxOPlU9WbEAk+ynTv/tR/z5g8Oq53va2o5Pjefn2tqI1SZiMSKl761M+/xZKp8oYeMLuYwBpgHYOj0od3qao6IdgkSR/ROISGbfFAPevZOiXYZspnVauGCS3bl2v/bE7s99F/tDf4A83IL+E9FVQSrE5FoWv6lg1OfTKbWH3rI6G7uSj9zHAahtyHxryN9cJpaxlhaRkFDQjb/tKHRLkGaMOOIvjz02ATS0kPfybXKNFm4sYjFxWURrExEomHxJ07OfcZDwAw9IPQKjKW3OTaCVUm8smBVr4a0mIKGhOSACd3oPzC8CcjSenbbPZsnV0ylT9/wdui9u6iMKzYVUWNqkrhIPLrrXReXveiBUHshTOgbGEcPdo1oXRLfOjMIq6nVxmTHFDRaWdeuOUydemCL7z9q1FC6dOncihVFxvzT1ZsR67r38LL02SnsvW9OWO28XF7FqXkFFPg1SVwkntzwhpvr3whjEz3TYIB5IF0Jb4NQSTw2HOQQ3pxAaR8UNCIoPT2NsWN345RTjuPOO6/jww9f4tNPX+Wee25kxIgdT5rOysrkueeWcPzxs9qg2tDtuU9nho3IjHYZ0gLeFAf3PngAx84Nb0fXr6trmZtbwO+aJC4S8wIBuPylJO581x1yG4ZpYZA5ic7sEsHKJJF0MYdhhDEcT9oHLYAdIpfLyU03/Z3U1BSysjLp0aMrqanBidEfffQ5P/zwC3fc8QDff/8Tv/66kurqmvrH2u02Bg7sR21tLbW1vgbtfvHFN0yfPoXly59vcLvVasVut/H99z+3/ovbgQVnqDcjnthsFv72jzH06ZvKNVd8ht8f2jCodT4/J+YWcF3HNPZyhz7/Q0Rajz8AC1d4ePKL0H9HLaaVweYUbc4m2+XCS0f6sYFfol2KxDAFjRBVVVXz1VffYZoma9euZ+3a9fTv34e7776B2bPn49/OMJPs7CxefvlxampqqNnqCrHb7cYwoKKikhdffLTBY6xWK9XV1Qwbtn+rvaaWGDKsA6N37xTVGiQ0s48dQI+eKZxz2ruUlNTs+AFNKDdNzt1QyDnpXo5O0f4pIrGkxgdnPeXhxe9CDxlW084QcxrphLcvj7QPXcwhbDAUNKR5ChphWLx4aYPvc3IanoA7HHb69evD4MH9ee65V+p7L9asWUf37qMatffRRy/zxBPPcNddD7Ve0WE67gR1o8ezsXt3ZtlzUzh13tv8+UdpSG0EgFsKS1lV6+PCjBTshrrORaKtshYWLE3m3z+HPkHXZjoZZh5MCrqYJC2TSg5uM41KoyjapUiM0hyNCMjKymT33Uexzz67A3Dnndfx9tvP8ssvH/PKK49z7rkLyMrquN02Jk8+gI4dO/DRR59zyCGTGhzr2bMbAwb0bbX6Wyqzo4vJU3tEuwwJU68+qSx7bipjxmaH1c5zZZWckVdIsT8QocpEJBRl1TDnEW9YIcNuuhlhTlfIkJ3W2dQFSGmeejTC8MEHL9C1aw52u53i4hLy8wsByM3dwKuvvsXPP//OqlV/NpqHsS2Hw87FF5/JokWP0qFDBpdffh4vvfQmgUAAl8vJPffciNPpZNKkI/H5tt9WazrymAE4nNaoPb9ETlq6k0UPj+eaKz7jqaW/htzOF9U1zM3N57asdHrY9XYi0taKKg2OfziZL/6yh9yG0/Qw3DyMJLRkuey8bAayyvwE09Ay6NKYzgzCcN11t1NQUMRvv61i06YCRo8eyYoVS7jzzgcpLCxqcN/09DTS01NZufLPRu38/e8X0L17V+6+ezGVlVUYhoWjjprOU0+9wKJFt2C1Wjn22FOjGjLsdgtHHtM/as8vkedwWLnq+rH07ZfKjdd8QSAQ2ofEXz4/c3PzuSEzjd01SVykzWwqMzh6iZfv14f+Ue4yUxhuHoablAhWJu2JEw8Z9CCfP6JdisQgBY0wvPLKWw2+rxuqvu++Y8nMzKBXr+707t2DAQP6kp3dkXfe+Yhjjjm1wWPOOONETjhhNuXlFZSXVwDwr389zEUXncFhh03Bbrdx+OHzKC2N7g7NUw7qSceOoS+VKLHr+BMH0aNnCuef9T7lZaEtX1saMDlrQyELM1I43BvGuv0i0iLriw2OfCiF3zeF3sucZGYw3DwUJ1rYQcLT2RxEvvFHtMtokTPPnIdpmo3mwx5++EEccshk5s49i0BAQ4IjRUEjBC6XkwkT9qVz52y6dOlMz57d6N27B926BTdGu+22q1mzZh0rV67ml19W8vrr77Bq1Wp+/fX3+jZsNhuXX34uxx57BEuWLOOIIw6pP7ZkyTLmzp1Nr17dGTfuUCoqKtv8NW4r3H0YJLbte0BXlj4zmVPn/Ye1a0ILtX7ghoISVtX6ODfdi02TxEVaxR/5FmYv9vJXYeghI9nsyHDzEOzoApKEL4Me2E03tUb0z1d2pHPnbOz2xkMNu3btQkVFhUJGhClohMAwLNx99w2sX5/HL7+s5NdfV/Laa2/jcrm45pqL2W23iWzaVNDs44cMGcj//d8VdO3amblzz8RqtTYIGrW1Pi666CqeeOI+DjxwH1588Y22eFnNGjGqI0OHa4O+RNdvQDpPrpjCWQve5cv/bgi5nSdLK1hd6+P6jmkkW7TehEgk/bLBwuyHUsgrDf13K8XsxDDzYGxoqKNEhgUrnRjIX3wVtRrGjt2Np59+sMljN998L7fcch8AtbW1TQaNvn178vHHX7Rqje2RgkYIKisr6d9/T6qqqhrcPnr0SAD8zazC06tXd1atWs0ff/zFV199y7x557BuXR777bdn/X2sVitjxozkgw8+4+67H+K2266hqqqaN998t/Ve0A4cf6JWlGgvOmS6Wfz4BP5+ycc8/+zKkNv5uKqGE3LzubVjOl01SVwkIr5dZ+XoxV4KKkIPGelmV4aY07AS+uRxkaZ0MnfhLyN6QeObb35gypSjADjvvAX07t2DM864BIC8vI2kp6fRoUNwwQOHw87RR8/gnXc+4vPPX69vY/r0qVx33aUN2p0z50z+/e/32uhVJB5dbgzRtiFjR2w2G2+8sZxTT51LWVk5l156HevW5TW4T/fuXVixYgnXXhv8Ib/xxrt45pmXeOih27j44jNxu9u+izsr2834Sd3b/HklehxOKzfcsjfnXjgyrHZW1fqZk5vPl1WhbQ4oIlt8/qeNIx4IL2R0MHsx1DxIIUNahYcMUszoLY9cXl7BN9/8wDff/EBhYRFVVVX13+flbeSQQybx4IO3AmAYBjfccBndu3cBYPjw/XniiWe56KKrOeKIk/j00y/p128PCgoKd7hyqGyfgkYE1c2lGDduDzp27FD/1blzFhdeeAZJSW6+/vr7Ro/zepNxOh288cZyXC4nZ555Sf2xCy+8iiuv/Ccnn3wcn3zyCrvtNrzNXg/ArKP7Y7frx6Q9OuW0odxx37643aH3SBQHTE7LK+CFsooIVibSvrz/m42jFnsprQ79vTjL7M9gczIWDWSQVtQphvfUSEtLYe3aXACqq2tYvz6PwYMHAMHzN7/fT01NDVVVVfj9/vpzutra0BZJkSC940TQjz/+wmuvvc1tt12Dw9HwilF+fgG3334/H330eaPH9e/fB5vNxtKlz3Hddbc1Ss8PPPA4H374GYccMon//vfrVn0NWzMMmHFE9DcKlOiZMLkHXbp5OW3e2+TlhhYWfMBV+SX8Uevn9LRkrJokLtJib/xoZ/7SZGr8of/edDYH0d/cD0PXFqWVZdGP38z3CRix1wvQoUMGf/21tv77M8+8lA0bNnHVVRdt93Gmqf1BwqGgEUGBQIB5887d6cfdc88Svvnmh+3Ow/jxx1/58cfQN1YLxT77dqFzjpY9bO8GDc5g+fNTOf3k//DdN/kht/NISTl/1vq4OjOVJE0SF9mhFV87OOtpD/5A6CGjqzmCvubeEaxKpHk2HGTRl1x+inYpjeTkdOLzz78iJycbgM8++4qUFG+Uq0p8+rSPAZWVlVGd7N2cI47qF+0SJEZkZSfxyJOTmHJQz7Daebeymnm5BeT6/JEpTCRBPfFfJ2c8FV7I6GGOVsiQNherw6euuOImli9/IdpltDsKGtKkDpku9j2ga7TLkBjidtu45a5xnH5OePOEfq31MWd9Pt9Wa5K4SFMe+NDJwueSMM3QQ0afwF70MnePYFUiLZNGF5xmcrTLaGTt2vUUFhZFu4x2R0FDmnTojD6aBC5NOuOc4dx85z44nKH/fOQHAszPLeC18tjf3EmkLd32HxdXvOIBQgwZJvQP7Ec3wls1TiQcHdH8TgnSmaQ0afrhfaJdgsSwqQf34pEnJ5HZ0RVyGzXAZZuKua+olIAm24lwzWtu/u/fSSE/3jANdjEnkMOQCFYlsvM6mjqHkCAFDWlk6PAO9O2fFu0yJMYNH9GR5c9PY+Cg9LDaeaC4nEs3FVMVUNiQ9ikQgEueT+Le90PfK8kwLQwyJ5PNgAhWJhKaFDrhNGNzMRmLxRrtEtoVBQ1pZPrh6vKUlumc4+GxpyZz4MRuYbXz74oqTsnLZ6MmiUs74/PDuc94eOSz0HsHLaaNoeZBdERXkSU2GBgxO3zKbg8uuOpyuepXnUpKcmO1WnE4HLhcLqxWK0lJweDv8SQ12rJAWs7IyRmmy4hSz+6w8N5nR5CW5ox2KRJHAgGTW2/6kgfua7wh5c7oaLVwa8d0Bjr1ph6qmwpKWF7asj1P9uxVy1MnlbZyRdKcah+csTyZV753hNyG1bQz1DyINLpEsDKR8BWznq8sz0S7jEb++c9/YJom3333E5dffi61tb5m98qwWCw4nU5OOulc3nrr/TauNDFoHw1pYP8DuypkyE6zWAzOv3hXevdN5YpLPqG2NhBSOxv9Aebl5XN1ZhoHJIV+hVck1lXWwElPJPPOr6GHDJvpYph5MClkR7AykchIoRMO00ONUR7tUhq44IJ/1P/94YefjF4h7YSGTkkDUw/uFe0SJI5NP7wvDz0+gbT00MNqtQkXbizioeKyCFYmEjtKq+CYh71hhQyHmcRIc7pChsSs4PCp3tEuQ6JMQUPqud02xu2v7ncJz25jsln+/FT69ksNq517isr4+6YiqrUilSSQwgqDIx9K4dM/Qh8e6DSTGWHOwEOHCFYmEnmZpoJGe6egIfX2H98Vt1uj6SR83bp7eeKZKeyzX05Y7bxSXsVpeQUU+DVJXOLfhlKDwx/w8vXa0N9n3WYqI82ZJJEWucJEWkkqOdjM0HvuJP4paEi9KQf1jHYJkkC8KQ7ueeAAjj9xl7Da+bq6ljnrC/itpjZClYm0vTWFFmYsSuGnvNBDhsfswEhzBi68EaxMpPVYsJJBz2iXIVGkoCEAJHls7L1veFefRbZls1m45O+j+cd1e2C1hrjTMbDe7+fE3ALer6iKYHUibWPVJgvTF3lZlR/6+v1eM4sR5nQcxObeBCLN0fCp9k1BQwA4YHw3XC4Nm5LWceTR/Vn0yHhSUkLvQq8wTc7bWMTjJbG1gonI9vyYa2X6ohTWFYceMlLNHIabh2FHK7FJ/MmgO4ap0832Sv/zAsBkDZuSVjZ2r848uWIqPXuFPuzDBG4tLOWa/GJqNUlcYtz/1lg54gEvG8tC/6jNMLszzDwYGxrnLvHJhoN0wtvUVeKXgobgSbaz9zgNm5LW17N3Ckufm8oee3YKq50VZZWckVdIkT+0/TpEWtsnq2wc+VAKhZWhf8xmmn0YYk7DijawlPjWwewZ7RIkShQ0hAMndMPpDL1bX2RnpKU5uf/h8cw6ul9Y7XxRXcPc3Hz+qPVFqDKRyHjnVxvHPOylrDr0eUnZ5gAGm5OwoPdmiX/q0Wi/FDSEydN6RLsEaWfsdgtXXjeWS64YjcUS+snYGp+fuevz+bSyOoLViYTule/tzH3US1Vt6D/XOeYQBprjMfQRLQkiiTScphYyaI/0LtbOud029txHw6YkOo4/YRfufegAPMmhDw0pM03O2lDIU6UVEaxMZOc985WDBcuSqfWHHjK6mSPpb+6HQehtiMSiNPVqtEsKGu3c2L07a9iURNW4/bqw7NkpdOmaHHIbfuDGghJuKijBp0niEgWPfOrkrKc9+AOhB4Regd3pY+4VwapEYke62TXaJUgUKGi0c+P27xLtEkTo2z+N5c9PZdfRWWG1s7y0gnM2FFIa0CRxaTv3vu/ikhc8EGovhAl9A3vTg9ERrUsklqSh8432SEGjndtnX/3iS2zI6ODioccmcNjhfcJq55OqGk5Yn89fmiQubeD//u3mmteSQm/AhAHm/nRlRMRqEolFLry4zbRolyFtTEGjHes/MI2cLpqcJbHD4bRy/T/34vyLR2GEMUT9D5+fubn5fFFVE7niRLbxj5eTuO0/7pAfb5gWBpkT6czgCFYlErvS1avR7ihotGPj9td4SYlNJy0Ywh3/2g+3O/Td6osDJqfnFfBCmSaJS2T5A7DwuSQWfRT6Tt0W08pgcwpZ9I9gZSKxLc3UhPD2RkGjHdt3P11ZkNg1fmJ3Hn9mMp06hz4sxQdclV/C7YUl+DVJXCKg1g9nPuXhif+GEzJsDDUPIpNeEaxMJPal0QX0VtyuKGi0U94UOyN27RjtMkS2a5dBGSx/firDRmSG1c6jJRVcsLGIck0SlzBU1cIpS5N5/htnyG3YTAfDzUO1gZm0Sw7cJBPe+7nEFwWNdmrvcV2w2fTfL7GvY1YSDy+byNSDe4bVzvuV1czLLWC9zx+ZwqRdKa+GuY96eeNHR8ht2E0Xw83DSKVzBCsTiS9paNh2e6IzzXZKy9pKPHG5bNx85zjOOHd4WO38Vutjzvp8vqnWJHFpueJKg6OXeHn/99A3lnSYHkaYM/AS3hLOIvFO+2m0Lwoa7dTe47QbuMSf088ezi13jQtrk8mCQIAFuQW8Wl4ZwcokUeWXG8x6yMt/V4ceMlyml5HmDDxkRLAykfiUSg6GGcayghJXFDTaoX4D0sjsGPqSjNL2DFKiXULMmHJQTx55chIdw/gZrgEu31TMvUWlBDRJXJqRW2Iwc1EK360LffWzJDONkeZM3KRGsDJpS2nZSfTbLQuXZ/ths2M3bxtVFN9sOPCSHe0ypI0oaLRDo3fXL3ioDFwk205qcOJvoQMe6zF4bafjtIzb6Tbd1mm4LAfUf281upNsOxWHZczm9jOwGuqB2tqwEZk8+fxUdhkc3hXiB4vLuWRTEVUBhQ1paHWBhRmLUvh1Y+i9Z8lmJiPMGThJjmBlsiPJ6U5u/XQ2mV2b/ne/8InJjJvVr0VtTZ0/lJveOZwTb9ybO788moFjOwEweJ8c7v3uWA45MzicM6dfGn131bC4lkqhU7RLkDaioNEOKWiExsCN2zodi7H1lUkrSbbp+M08ynyPYTE6YDdavvmW1eiB1ehOVeDD+tsclmFU+d/EYRkGgM3SH5/5S6ReRsLonOPhsacmMX5SeKv3vFVRzcl5+WzQJHHZ7LeNwZDxZ0HoISPF7MRw8zAchLFruOy05AwnFzwyiazuTfcu7DmjD8P3b9l7RqfeqUw7bRgX7vsUlxz4LC/f9w2HL9wNgAOP24UHF37A/sfuAsCYg3rx2curIvMi2gGvqVDWXihotEO7jVHQCIXbOg2f+VOD22xGLwwcVAXewaSYav8H2C1DW9iiDbd1PNX+94Hq+lsNXPjNjfX3gcDmL9lWUpKd2+/dj5NPGxJWOz/W+JiTm8+P1bURqkzi1ffrrcxYlML6ktA/HtPMLgwzD8FO6HttSGjOvPdAPn7+9yaPedKcHHPFHqz7rahFbVltBg9c8D5FG4LzuVZ/n48n1VHf1p/f5wPgdNvw1wbw1+p9uqW0KEL7oaDRzvTuk6r5GSGq9L9JTeCrBrdZjI74zPUEt4aDABuxGi0bzuO07EFdkLAaW66wmdRiMYJXQe3GQGoDPzXdgABgsRicd+Eobrh5L+yO0N/SNvoDnJSXz1vlVRGsTuLJl6utHPGAl/zy0H+OOpg9GWoejI3Ql8GV0D2w8H1ef+D7Jo8dc8Xu/PfVP/jtiw0tamvtL0V89eZqAJxJNiaeOJjPX/kDgKryWlIz3RgG7HFYHz5e0XS4kaa5ScVqhr7AgsQPBY12ZvQe6s0IlUlxo9sMHJhmyTb3M4Htb+hl4MVh2ZWAWYRheHFZ98VtPQSA2sDPJFmPxBdYhcVIwaRku21J0KEz+7D48YmkZ4S+mVq1CRdtKuLB4rIIVibx4MPfbRy5OIXiqtA/FjuafRlsTsFK6JPHJTwbV5c2efugPTszeJ8uLLvms51uc/gB3bj762NIy0ri+duDF5s+eX4llz93EP/792o6dktm0xq9Z+wMA0O9Gu2EgkY7o/kZkRbA3NybsYUfg+1fqbFbBmNSQYX/aWoCn1LuexKb0RWr0QOf+ROlvnuoNX/Ab24iyXo4SdbDQScvO7Tr6CyWPz+Vfv3Twmrn3qIyLttURLVWpGoX3vrZznGPeKmoCX3JzU7mLgwyJ2Ih9Hkd0jrsTisn3rQPiy/6gMqynR8e+e27a7jpmNfw+wIcdfnuAHy84ncWDHmUD575jdU/FHDJ8qlcsnwqdpf+/1tKQaN9UNBoZxQ0IsukCsNoONkzGDK2P7HYYnjxmau3ul8tAbNoq4nmNdiMXoAPkypMqrAZ4U16bi+6dvPyxDOTGbdfeJtSvlZexYLcAvL9miSeyF781sGJjyVT7Qs9ZHQxhzHAPABDH6kx6bBzR7Ly6438762/Qnp8wG/yy2d5PHL5x4w7sn/97ZWltQzfvyu11X7KCqooK6hi0J5aIbClks2O0S5B2oAukbYjPXp6ycrWCiiR5DdzG0z+Di57a8Vk++P8A2YpVqNDg9sMI5lAoGRzOy5MKjFwEjAL6m+Tlkn2Orjnwf35v+u+4OEHfwy5nW9rapmzPp9bs9Lp59B44kTz5BcOLnjOQyCMzcO6m7vS2xwbwaok0vac3peUDi7u/+l4IDh5e/dDetN7ZBZLLvlwO4/rQ1pWEq/861sA/L4AAf+WXs7kdCdlRdV4Uh2s+z04tNYbxtDN9kY9Gu2DgkY7MmYPrVsdaX5zDQZO7MYgas0fcFrGbO6pqPswchCcKN5wNRJf4GectmOxGf3wm+txWEYCNvzmWgDsll2oDfyE1eiMYQT37DDN3LZ6WQnBarVw8eWj6d0nlav//ik+X2jDoHL9AeblFnBNZirjkhT2EsVDHzu5/KUkIPSQ0Tswlu7sGrmipFVcfdiLWKxb/p+PuWJ3fv1iA+8tDy4b7k62U1Plw7/Ne8S634o48aa92bC6lD++3cThC3fls5e2LGG714y+fPTc7/QdlVW/Z8fKrzYiLROcEO7Ab9REuxRpRernbUd2Ha2rB5FnUuV/E5d1PMm2Bdgs/TcvVxuUbDsem9G70aMCFFLpfwmndQ+SbSdis/Sm0r8CqBs/bMGkEp/5F1YjE6uRic8Mrdu/vZt1dH8WPTKe1NTQVwGqME3O31jEo8XlEaxMouXOd1xc/pKHkEOGCf0C4xQy4kTB+nI2rSmr/6oq920e6hRcVvz6t2cyYnz3Ro/749t8Fl/8Icf8Yw+ue3MGm9aU8dg/Pq4/brVZKM2v4seP1tNtYDrdBqbzw0fr2ux1xbvghHANn0p0Rk7OMM12bCdefutQevdJ3fEdZacZJGM1svGb6zCpjHY50oQ/VpZw6klv88fK8FbxOjTZzcUZKdiN0K+Et6abCkpYXlrRovvu2auWp05qepWeRHX9627uei+MJb5Ng4HmAXRil8gVJdJO/W58yF/GVzu+o8Qt9Wi0E0keGz17pUS7jIRlUobP/F0hI4b17J3CsuemMHavzmG183xZJafnFVDk1+Zc8SQQgMteTAorZBimhcHmJIUMkQjxakJ4wlPQaCcGD+2AxRKbV2BF2kpqqpN/LTmQ2cf23/Gdt+PL6lrm5OazqnbbpY0lFvn8cP5zHhZ/EvocG4tpZYg5lY70jWBlIu2bJoQnPgWNdmLI0A47vpNIO2C3W7jimj342z/GhBW+1/r8nLA+n08qqyNYnURajQ9OX57M8i9DXw3IatoZZh5CB3pGrjARwU0aNjP0+XMS+xQ02okhwxQ0RLZ27NyB3Lf4AJK9oS9bW2aanL2hkOUlmiQeiyprYd7jybz0XegnMjbTyXDzUNIIb18WEWlasiaEJzQFjXZi8BAFDZFt7bNvF5Y+O4Wu3ZJDbsMP3FRYyo35Jfi0k3jMKKuG4x/28vYvoYcMu+lmhDmdFLQ0uEhrSSI92iVIK1LQaAe8KXa69fBGuwyRmNS3XxpPrpga9vLPT5VVcPaGQkoDmiQebYUVBrMfSuGjVaH3VjnNZEaaM0gmM4KVici23KZWw0xkChrtwOAhmggusj0ZHVw89NgEph/RJ6x2Pq2qYe76fP7SJPGo2VhmMOtBL1+tCX0/WpeZwkhzhq60irQBN2nRLkFakYJGO6D5GSI75nBaue7/9uKCS3YlnC0y/vT5mZubzxdV2u22ra0rsjBzUQo/5IYeMpLMDEaaM3Gh5cBF2oIb9WgkMgWNdmCwVpwSabF58wdz5/37k5QU+slqccDktLwCVrRw4zwJ3x/5FqYv8vL7JmvIbSSbHRlpTseJJ4KVicj2uEkBTW9LWAoa7cAugzOiXYJIXDlwQjcee3oynXNCP+H0A9cUlHBrQQl+TRJvVT/nWZmxKIU1RaGHjFSzMyPMw7ATxq7hIrLTLNhwoXmkiUpBI8E5nJawVtQRaa92GZTBk89PZfjI8CYDP15awfkbiyjTJPFW8c1aKzMf8JJXGvrHWbrZjWHmIdgIfa8NEQmdhk8lLgWNBNerdypWq/6bRULRsaObJUsnMu2QXmG180FlNfNyC1jn80eoMgH4/E8bsx70UlgR+ntcptmLoeY0rIS+QpWIhEcTwhOXzkATXJ++ukogEg6Xy8Y/79iHs84bEVY7v9f6mLM+n681STwi3vvNxlGLvZRWh/4xlmX2Z5A5GQuhz8cRkfC5zbRolyCtREEjwfVW0BCJiFPPGsYtd43D6Qx9HkBhIMCCvAJeKauMYGXtz+s/2pnziJfK2tCXB+tsDmYXczwWQv//FJHI0NCpxKWgkeB699Evr0ikTDmoJ48un0THrNAnDNcCf88v5u7CUgKaJL7TnvvawclPJFPjDz1kdDVHMMDcH0MfgSIxQUEjceldNsEpaIhE1tDhmSx/fiqDwlzNbXFJORdvKqJSk8Rb7PHPnZz5lAd/IPSQ0TMwhr7m3hGsSkTC5SZVS9wmKAWNBGaxGPTsrU2nRCKtU2cPjz41iQmTu4fVztsV1ZycV8AGTRLfofs/cHLhCg+mGXrI6BPYi56MiWBVIhIJFqxa4jZBKWgksK7dksMaTy4izUtKsnPbPfsy//ShYbXzU42P43Pz+aG6NkKVJZ5b3nZx5athbKJnQv/AfnRjZOSKEpGI0spTiUlBI4FpIrhI67JYDM5ZOJIbb9kLuyP0t9NN/gAn5+Xz7/KqCFaXGK561c3NbyWF/HjDNNjFnEAOQyJYlYhEmguNwEhEChoJTEvbirSNQ2b0YckTE8no4Aq5jWoTLt5UxANFZRGsLH4FAnDx80n864PQJ94bpoVB5mSyGRDBykSkNTgI/YKCxC4FjQTWs5euDoi0lVG7ZbH8+an0G5AWVjv3FZfxt41FVAXa78xInx/OftrDo5+FHtwspo2h5kF0pE8EKxOR1uIwQ7+oILFLQSOBdemaHO0SRNqVLl2TeeLpyex3QJew2nm9oooFeQVs8re/SeLVPpi/LJlnv3aG3IbVtDPMPIQMwpusLyJtRz0aiUlBI4F1zglj8qSIhCTZ6+CuRfsz96RBYbXzXU0tc9bn80tN+5kkXlkDJzyazGs/OEJuw2a6GGFOJ42cCFYmIq3Njno0EpGCRgLrlKOrAyLRYLVauOiy3bj6hrHYbKEvx5rnDzAvt4D3KhJ/knhJlcHRS7y8+1voIcNhJjHSnI6XrAhWJiJtQT0aiUlBI0FldHDhctmiXYZIu3b47H488OgEUlNDP3muNE3O31jEI8WJO0m8sMLgyIe8fPanPeQ2nKaXkeYMPHSIYGUi0lbUo5GYFDQSlIZNicSG3cd24skVU8PaPNME7igq46pNxdSaiTVJPK/UYOYiL9+sDf3CiNtMY6Q5Q+vwi8QxG04MU6eliUb/owkqR0FDJGb06JXCsuemsOfencNq54XySk7LK6DIH4hQZdG1ptDCjPtT+HlD6CHDY3ZgpDlduwqLxDkDQ70aCUhBI0F17qKgIRJLUlOd3Lf4QI4+Lrw9Hb6qrmVObj4ra3wRqiw6Vm6yMH2Rlz8KrCG34TWzGWFOx4He70QSgUNBI+EoaCQoDZ0SiT12u4XLr96dy64cg8US+iTxtT4/J+Tm81FldQSrazs/5FqZsSiFdcWhh4xUM4fh5qHYCX2vDRGJLerRSDwKGgkqRz0aIjHrmDkD+deSA0n2hj75udw0OWdDIU+WlEewstb31RorRzzgZWNZ6B8/GWZ3hpkHYyP0SfYiEnvUo5F4FDQSlHo0RGLb3uNyWPbcFLp1D31jzQDwf4Wl3JBfjC8OJol/vMrGkQ+mUFQZ+kdPR7MPQ8xpWAk9pIlIbLJriduEo6CRoLI76ZdVJNb16ZvGkyumMnr37LDaebqskrM2FFISw5PE//OLnWOXeCmvCX3IWLY5kEHmJCyEPuRKRGKXw1SPRqJR0EhQaenOaJcgIi2QnuHigUfHM+OIvmG181lVDSfk5rO2NvYmib/8nZ0THkumyhd6yMgxhzLQPBBDH1siCUs9GolH79gJyJNsx+HQFT+ReOFwWLn2//Zk4aW7YoR+Ls6fPj8fVtVErrAIeOpLBwuWJVPrD/2FdTNH0d/cF4Mw/nFEJOZpcYfEo6CRgNLS1JshEo9OPGUwd92/P0lJoe8rEUse/tTJOc94CJihB4RegT3oY+4ZwapEJFZpWGTiUdBIQOkZChoi8eqACd14/JnJcb+gwz3vubj0BQ+E2gthQt/APvRgt4jWJSKxS0Ej8ShoJCDNzxCJbwN3yeDJ56cyYlRmtEsJyU1vurn29TDGWpswwDyArgyPXFEiEvMsJEZvrmyhoJGANHRKJP517OhmydJJHHRor2iX0mKBAPz9pSRufyf0lWMM08IgcxKdGRTBykQkHqhHI/EoaCQgDZ0SSQxOp5X/u30fzj5/RLRL2SF/ABau8PDgx6FP5rSYVgabU8iiXwQrE5F4oaCReBQ0EpB6NEQSy4Izh3HbPfvicsXmh3CtH85Y7mHZF6G/91hNO0PNg8gkfnpwRCSyFDQSj4JGAtIcDZHEM2lqDx5dPoms7Nja0KqqFk5+IpkXvg39fcdmOhhmHko63SJYmYjEG83RSDwKGgkoPUPrUIskoiHDMln+/DQGDcmIdikAlFfDnEe8vPmTI+Q27KaL4eZ0UukUwcpEJB6pRyPxKGgkoNTU0D/0RSS2ZXdK4tHlk5g4pXtU6yiuNDh6iZcPVtpDbsNhehhhzsBLxwhWJiLxSkEj8ShoJKAkT+gf/CIS+5KS7Nx6974sOGNoVJ4/v9zgiAe9/Hd16O81LjOFkeYMPMRG74yIRJ8FG5jRrkIiSUEjAbncuiIgkugsFoOzLxjJjbfujd3Rdm/l60sMZixK4fv1oY+lTjLTGWnOwE1qBCsTkURg6NQ0oeh/MwG5XZpMJdJeHDK9N48sm0SHzNafm7W6wMKM+1P4bWPoFzOSzUxGmNNxkhzBykQkUWhCeGJR0EhA7iT9koq0JyNGdWT5iqn0H5jWas/x6wYL0xelsLow9JCRYnZihDkdB2HsGi4iCU3zNBKLgkYCcrkVNETam5yuyTzx9BT2O7BrxNv+bp2VGYtSyC0J/SMjzezKcPMQbGj5bRFpnoJGYtEZaQKac20SGGAE/Bj4sRDAgh+rEcBqMbFaAtgsJnabid1q4rCZOOzgsJs47eBygMth4HYZuFwGSU7wJBm43RY8boNkj5XkJAtej4WkJL0hiMQKT7Kdu+7fj5tv+JLFi36ISJtfrLZy7MNeSqpCDxkZZg+GmFM0JEJEdkhBI7HoXT8BWZO8Db43Af/mr0bqDlSH9lxmIIAZ8GP6fRDwY5h+MOvCTQCLEdgccALYLAHsFhObDRxWE4d9q4DjMHA5wO0ElzMYcpLcBh6XJfhnkoVkjxEMOF4rdps640SaYrVauPBvu9Gnbyr/+Nsn+HyhL+Hy4e825j7mpaLGCKumAv7kM+NxXKTiJhW3ufnPzV9WtFKeiAQFmj5bkTiloJFgDEvbnoAbFkvwOW2NTxQCm7982x4wN9/oAypDe17T78cM+DD9wWBjbP5qEHAsAWxGAJs12HNj26r3xmk3cTrAaTdwOYMBx+2y4HYGA05SkrG598ZCcpI1+KdHV1kkfsw8sh/de3o5a/67FBXt/JWEf/9k55SlyVT7wgsZABhQRSlVlFLEGtimSYeZtDl0pOE2U+r/7iIFO9qAVKQ9UdBILAoaCcawtI+TYcNqxbBa2fZC6Na9N7XbPigA1Gz+CoFpmpj+rcJNYEvvjVE3NK3uy2pit5jYrQHsNhOHDex2cNUFHAe4nUZ9743HbeB2G3hcBp66YJNkwZtswdGGS5dKYhm9eyeWrZjCafP+w8rfi1v8uBe+cXDmUx58gQiEjBaoMSqooYJi1jcKITbThZuUYAjZpjdEk8pFEo9JINolSAQpaCQYw9o+gkY0GIaBYbM32XuzdSdNI3UHqkJ73uDQtGAPTt3wNMMMzrsx2CrcWExs1uD8G4fNxG4Dh83EaTdxOLbMvXE5jc09OJuHp20emlb35U22kJKst4ZE0aNnCkufm8J5Z7zHh++t2+H9l/7XwcIVHkyzbULGjviMur6QDcEbtirLatrrQ4drmxDiJBlj29QiIjFPPRqJRWcTCaa99Gi0J4bFuvn/1dHgdnPzV4DW6r3ZEm7qAk597w0BLJZgwLFZzPrhacHeG3NzwDG26r0JBhuXE5LcwXk3SS6DZLeFpM3hJtljxe1S701rSElxcN9DB3D9VZ/zxCM/N3u/Bz5ycsXLSTTqVohRfqOWMjZRxqbgDVuVbTGtuEjZMhekQQjxasKpSIwyFTQSioJGgmnrORqSmIK9Nzaaeouo671pUrPdOi1jBgLB4WlbhRvDDPbc1K2cZqkLN5t7cOpWTrPb2DzvBpwOM9h74wr23iQ5g0PTklx1Cwts7r3ZPPfGao2PE+tw2GwWLr9qd/r0TeW6Kz/H7284SfyOd1zc+GbiDEUKGH4qKKSCwuANW/0XG6aBE+/m4VgpuM3Nw7JIwUUqVn00ikSFSQDTCH0BC4k9ejcVkZgRXFzA0eSxusUFYJtF0kyCXTq1hLy4QMDvA78PMxCAgK9BuLFgYjX8waFpluAQteaWhnY7wOk0cDsN3C5I2jw8Lcm91dC0JAvJyRaS3NG5on708QPp0TOFc894l7q+sOted3P3e+6o1BMNpmFSRQlVlARjyNY50wQnnvo5Ia5tVsiy0fTPp4iET8OmEo+RkzNM0TGB2NweBsw+KdpliMgOBHtvtp17Uxdwtl0a2sRuCWDbvLBAMOBsGZ7mchBcPc1l1H95NvfeJLkteD2bV1BL3rI09O+/FbHosldJM0t5+FOt7NRSdtPd5HAsN6nYaT9hTaQ1+KjmA8uiaJchEaQejQRjmlqtQSQe1C8N3cQeEttdGjrs3hs/BHwEfHbWphzEvnsNZ8r4KgrXrKFozVqK1q6jcM1aqsvKQnuCBFdrVFJLJSXkNprKYjUdDYJHwxWyPJqcLrID6tFIPAoaicZUB5WINM9iteIzTf702ikrh3feWc2CfxyN1d4w8FQWF1O4Zm2D8FG4Zg1Fa9dRUVgYpepjm9+ooYyNlLExeEODyem2+nkgbtJwNdgvJBkDza8TUdBIPAoaCcYMqEdDRJpXXVvDXylJkNMFc903/P6Xj1cXv8RBp0xvcD93airu1FRyBg9q3EZ5OUVr11G0du02YWQNpRs2ttVLiSsBw0c5+ZSTH7yhweR0S7MrZLlI0QpZ0m5oxanEo6CRYDR0SkSaU1ldydqsDMjMCt7gD75fvP3BJnr0+5ih+49tUTtOj4fs/v3I7t+v0bHa6mqK163fHD6CQaRw7VqK1qyjODc3uOGlNGAaASopopKi4A3bTE534Q3uE9LEvBBrE0PvROKVejQSj4JGoglo6JSINFZWVcH6Lp0w0tLrbzO3WuL2ice+5fxeXcjs2T2s57E7nWT26klmr56Njvl9Pkpyc+uHYm0dRorWrcdfE+LGL4nMgLotC4tY02heiMNMatQT4qqfnK5J/hJfAtoVPOEoaCQY9WiIyLaKK8rY0LsHhie54YFAgLoz1+pag8V3vMlZ1xyFM6l19tOw2mykd+1Keteu9Nq94TEzEKB046Yt4aMugKxdR9GaNdRUhDj7PcHVGBXUUEEx6xuFEJvpqp8Tsu1+IQ480SlYZDs0dCrxKGgkGk0GF5Gt5JeXUDCgP4bT2eiY6Q/AVuP/128K8Ow9L3DUBbPbsMIgw2IhJTuLlOwsuu86stHx8oKCpntC1q6jsri4zeuNBz6jri9kQ/CGrYKI1bQ36P1ouHN6slbIkqjwh7Pjq8QkBY0EZAYC2iFcRNhQXkTxoMGbd3lvQhNDLT//ppReK95ij8MObOXqdo4nIwNPRgZdhg5pdKyqpJSitZsnpNcHkGAgKduUH4VqY5/fqKWMTZSxKXjDNpPTm1qm10UqLryanC6tppaqaJcgEaagkYAUNERkXUUx5UOGbve9oLlV6p5e8Ttd+nah25CBrVVeRLlSvHRKGUinXRrXW1NZSfG69Q3CR93fS/I2aKW+JphGgAoKqWDzMsYNQoiBE+9WIWTzsKzNQcSq0woJQ22oGwRJzNI7QgLSPA2R9u2vqlKqhw7b4eAXs5nFIwIBg8X3vs/513TCk54W8fraksPtpmOf3nTs07vRMV9NDSXrcynceqnezWGkaN16Aj4N49iWaZhUUUIVJRTyV6MVspx4Nu8N0nBOiJs0bDiiVrfEBwWNxKOgkYh0hU6kXQoEAqwOVOEb3Hh4UVO2XnVqW0Wl8MTtLzDvsmOw2BJzqIzN4SCjR3cyejReaSvg91O6YUOjTQvrAomvujoKFcc4A6opp5pyYG2jyel2093MXiGpOHBHpWSJLbWGgkaiUdBIQP7aGqxOLWso0p74/T7+tAUI9Nul5Q/aweIRP66s5q3HX2XCnIPCrC7+WKxWUjt3JrVzZxi9W6PjZRs3bdUTsmbz6ljBEFJdVhaFimNfrVFJLZWUkNsohFhNR5PzQtyk4sCjyentRI16NBKOgkYCCtToSptIe1Lrq2V1kh2zW4+de2AL9t159d/r6N7vCwbsuWuI1SWm5I6ZJHfMpNuIYY2OVRYXb7U079oGPSEVhYVRqDb2+Y0aythIGZt3lt8qV1hMW/08EDdpuMyUrXpDvBhoTmKi0NCpxKOgkYD8Choi7UZ1bTV/pSVDp5ydfmxzczQaMAweWfwFF/TIIb1L5xAqbH/cqam4U1PJGTyo0bGa8orgTukN9gkJ9oqUbtgYhWpjX8DwUU4B5RQEb9hmhSwXKVv2C2kwJCtFK2TFGa06lXgUNBKQgoZI+1BRXcna7EyMDpkhPb5FQQOorDZYcvtrnHH10dib2I9DWs7hSSK7fz+y+/drdKy2upridevrNyks3GpuSHFuLqZfm5ltyzQCVFJEJUXA6iYmp3ubHI7lJhUr9ihVLc1Rj0biUdBIQBo6JZL4SivLye3eBSMlNfRGdmKDz79yfby46EVmnHF46M8n22V3Osns1ZPMXj0bHfP7fJTk5W01FGurMLJuPf6amrYvONYZUE0p1ZRSxJpG80IcZlKDEOLaKoTY0TzHtmZiKmgkIAWNBKQeDZHEVlRRysY+vTGSksJqp6U9GnU++KyQnq+9z6jJ+4T1vLLzrDYb6V26kN6lC712b3jMDAQo3bhpyz4ha9dStGbd5j/XUFOhk7em1BgV1FBBMesbhRCb6ayfE+KuX6o3pX5yukSej2pMY+fekyT2KWgkIL+WXRRJWJvKiykcOADDEYEhTCF8pi978kdyeufQqX+f8J9fIsKwWEjJziIlO4vuo0Y2Ol5eWNhgUvrWvSKVxcVRqDj2+YxqStlAKRuCN2wVRKymffO8kLRGQ7KceDQ5PUTqzUhMChoJSD0aIokpt7yY0kGDMGyReeve2R4NAJ/f4KG7/sO513TEnZISkTqkdXnS0/Gkp9NlaOP9VapKS7dMSK/vCVlD0Zq1lG3Kj0K1sc9v1FJOPuVs/vfZZnL6tsv0urZaIUuT05unpW0Tk4JGAtIcDZHEs7aymIohQzAsEbxaGuIohU1FJsvvepHjLz4qsvVIm3N5vXQaOIBOAwc0OlZTWUnxuvUNe0I2zw0pyduAqc1hGzGNABUUUsHmZYwbhBCj2cnpLlKxtvNTMvVoJKb2/VOdoNSjIZJYVleXUTNkWMS3LNuJueCNfP1TBe8/9QbjjpwcuYIkpjjcbjr26U3HPr0bHfPX1lK8PndLCKlbrnfz5PSAzxeFimObaZhUUUIVJRTyVxMrZHm2TEjfak6Im1RsJP5qbwoaiUlBIwEpaIgkhkAgwJ9mNf5Bg1vnCcJJGsDzL6+ma99v6b3r0AgVJPHCareT0b0bGd27NToW8Psp3bCh2U0LfZpH2JgB1ZRTTTnFrGs0Od1uuhrNCakLJQ7c0ak5wmqoiHYJ0goUNBKQhk6JxD+/38cfdjB7DWy15zDN8PpITAwevv8Tzr+6EylZHSNUlcQ7i9VKaufOpHbuDKMbHy/blN9kT0jhmrVUl5W1fcFxoNaoopZcSshtFEKspqPRvBB3fQjxYES8L7R1VBml0S5BWoGCRgLyVWtnTZF4Vuur5U+PA7p2b90nCrNHA6C0Eh69/RUW/ONorHZtgCY7lpzZgeTMDnQbMazRscri4oY9IVutklVRWBiFamOf36ihjI2UsXln+a1yhcW0NpgH0nBeiDemVsiqoiTaJUgrUNBIQL6KcsxAQJM0ReJQdU01f2WkQHanVn+uCOQMAH7/q4ZXF7/EQadMj0yD0m65U1Nxp6aSM3hQo2M15RXB4LF2y47pdWGkNG9DFKqNfQHDTzkFlFMQvGGbFbJc9ZPT03CbW5bsdZHS5itkKWgkJgWNRGSa+KoqsCclR7sSEdkJFdUVrO2UhZHRoU2ez4zgkIq3P9hEz/6fMGS/PSLWpsjWHJ4ksvv3I7t/v0bHaqurKV63fsuO6VvNDSnOzcX0+6NQcWwzjQCVFFNJMbC6icnpTa+Q5SYFK46I1hLATxUaNpeIFDQSVG15mYKGSBwprSwjt0c3DG8b7k1h0mi8dzgef/Qbzu+ZQ2bPVh7yJbINu9NJZq+eZPbq2eiY3+ejJC8vuCJWfU/I5jCydh3+mpq2LzjWGVBNKdWUUsSaRu8TDjNpyxCsBiEkFTuunX66aspAu4InJAWNBFVbXgodW3/ohYiEr7C8hE39+mK423j1mAgHjepag8V3vMlZ1xyFMykpcg2LhMFqs5HepQvpXbo0OmYGApRu3LTNPiF1c0PWUFOhJVebUmNUUEMFxaxv9B5iM53bTE7fslSvA0+T7WnYVOJS0EhQvnJ1QYrEg43lxRQNHIjhiOxQhJaI5NCpOus3BXj2nhc46oLZEW9bJNIMi4WU7CxSsrPoPmpko+PlhYVb9YSsaRBGKouLo1Bx7PMZ1ZSygVI2z5vZ6m3GatpxUTcXJGVzCEmlhLzoFCutTkEjQdWWa5k4kVi3vqKYssGDMaxtO+myXpjL2zbn829K6bXiLfY47MBWaV+krXjS0/Gkp9Nl6JBGx6pKS7daHavuzzUUrVlH2aZNUag29vmNWsrJp5z84A3xsfKuhEFBI0HVqkdDJKatqSyh6v/bu+/4qOvDDeDP90b2YkOQsHfArdi6FbdgHTiqVtu6+lPraGut1tZarba2IuDAxVCWouwtQ0D2CBDCSiB7J5fb47t+fwQCMYEM7u5z43m/XryAm89pSO65zxrh/9O+2yKQM6Lnzs9Dz4E90Wt44M4BIRIpLjkZ3YcMRvchg5tc53O7jy9OP+WckOML1W0VldA1TUBiouBj0YhQsotFgygUabqOItkFOTMUTtMOXM3RNAlTPtyAF//ZHYkd0gL2PEShKCY+Hl3690OX/v2aXKfKMqxl5SfPCykpPuXPpdAURUBiosBg0YhQnDpFFHo0TUUBZKhDm54RIEIg1micqs4OzHx/IX7z6i9hMAmaHkYUYoxmMzpm9ELHjF5NrtNUFfbKyibnhJzYqlfxegUkJmo/Fo0IxUP7iEKLoiooiJGg92k6zUKcwE/cOnDUi9UzlmH0r24L+HMRhTuD0YjUHj2Q2qMHel90YZPrHdU1x0c/Sk5OyyophaWoGF4HZzJQ6GHRiFS6DsXthDkxWXQSoqjnk30oTI4Hep4jOkojgR7ROGHZ96XIGLgTg3/W9I0TEbVeUudOSOrcCb3OG9nkOrfV2uxISF1JKZy1tQLSErFoRDTZ6WDRIBLM7fOgpHMa0KWb6CjNCNJSdEnC9Ck78Yc+6eiQ3iM4z0kUZeJTUxGfmooew4Y2uc7ndNUXj5LSU0ZC6n+3V1QKSEvRgkUjgskOG9CVP9SJRHF4XCjr2R1SWgfRUZqlS8Hb88rtlTBt/HL83xsPwBwbG7TnJSIgJjEB3QYNRLdBA5tcp3i9Jxennzgx/cT0rLJy6KoqIDFFChaNCOa1WkRHIIpaVrcDlX16Q0pKEh3lDIK7hquwXMGiTxfhzqfvDurzEtHpmWJj0alPb3Tq07vJdT63G+OvvxnQA7kZNkUyrhSOYN46zskkEqHGZUPlgP4hXjKCt0bjVBu3WbBr+YagPy8RtZ29opIlg84Ki0YE81pZNIiCrdJpRe2QIZDi4kRHaZkk5kfA7DkHUH44T8hzE1Hr1RYViY5AYY5FI4L5rHU8fZQoiEpdVlgzMyGZzaKjtI6goqGoEqZ8sA4eO8/7IQpllkIWDTo7LBoRTNdU+OxW0TGIokKRxw7XiJFhc3aNJos9fbjKomHOpIX8MIQohNUWFYuOQGEuPH4iUrtx+hRRYGm6jnzZCe/wTNFR2kQXXDQAYM8BFzZ8s1J0DCI6DY5o0Nli0Yhw3jruPEUUKKqqIl+SoQwZJjpK26niiwYALFhSiKM794mOQUTNqGXRoLPEohHhvHU1oiMQRSRZkZEfZ4DWv+m+9OFAV0JjypIOCdM+2QJbZZXoKER0CmdtLU8Up7PGohHheJYGkf95ZS8KUuKhZ/QRHaX9lNAY0QAAuxv46v0lUGVZdBQiOq7ySK7oCBQBWDQinI9naRD5ldvnRlHnDkCPnqKjnJVQO+03t0jG8qlLRMcgouMqDh8RHYEiAItGhNMUGbKTW0gS+YPD7URxenegcxfRUc6eElpFAwBWb6hC9rotomMQETiiQf7BohEFeEI40dmrc9lR1q83pNQ00VH8QgvBogEAM77ci+r8QtExiKIeiwb5A4tGFPDUVouOQBTWalw2VA0eCCkhUXQU/wmRxeA/5ZUlTJmwCl6XS3QUoqjlc7m44xT5BYtGFHBXV4iOQBS2KpxW1A4dCikmVnQUvwq1NRqnKqvWMO+jhaJjEEWtqqPHAF0XHYMiAItGFHBXl4uOQBSWSlxW2DIzIZlMoqP4nxqaIxonbNtjx5YFq0XHIIpKlYc5bYr8g0UjCsgOOxQ3pyEQtUWh1w73iJGQDJH5bVIP8aIBAHPn5aFo/0HRMYiiTuUR7jhF/hGZP0GpCU6fImodTdOQr7jhG5YpOkpghfDUqRM0TcKUDzfAaakTHYUoqnBrW/IXFo0o4a7i9CmilqiqgnyjCmXwENFRAi4cRjQAoM4OzJywCFoYFCOiSKApCqrzjoqOQRGCRSNKcEQjNHVMjsewXl0RH3PmNQDdOyQFKVH0khUZ+fFmaP0GiI4SHGFSNADgQJ4Ha2YsEx2DKCrUFhZB8flEx6AIwaIRJTii4R/J8bGY/uI96JZ28o3/ZUMyMO2Fe7Ds9Ucw4Ynb0atLaqse666fZ+LTZ+/Es2N/hpl/ug8j+nQHAJzfPx1fv3w/7rtyJACgV5dUDOnV1f8vhhp4fV4UpCZC75UhOkrQhNsIwdJVpTi8eZfoGEQRr/zgIdERKIKwaEQJ1eeF11YnOkZYS0mIxRsPjUb3DskNl/XomIwX77wCn6/cgfv/PRsVdQ68cMflLT5Wz04puOfyTDz2/nd4ctJ8zN24D7+67nwAwK0XD8b78zfhlosHAwCuHN4HG/fnB+Q1EeDyuFHYrSPQvYfoKMGlhdnWlZKEaV/sgKW0THQSoohWvGev6AgUQVg0oghHNc7OX+69Buv2NZ63mtElDVNW7cD67GOoc3qweNsBDOzZucXHMhoMGD//R9Q63ACAvPJaJMXXn9OQHB+LvPL609zjzCYomg4ljKa5hBO724GSjHRIHVv+fxZpwmWNxqncXgnTxi+H7PWKjkIUsVg0yJ9YNKII12mcnfHzf8T8zTmNLtt6qAhLtp8cZj6ncypKa2wtPlZhVR22HKo/dTUuxoQ7Rg3DjzkFAAC3V0ZaYhwA4OqRfbFuLxflBUKdy4by/n0hJaeIjiKGGmYjGscVlitY/Oki0TGIIpKjpoYngpNfsWhEEY5onJ1yi/2M15uMBtx9+Qgs2tb6ff8vHnQOZr90PzokxWPmuiwAwLrsY/jvb2/BtkPF6JaWjIo6x9nEpmZUO62oGjwYUnyC6CjC6Fr4jWicsGGbBbuWbxAdgyjilOzdJzoCRRgWjSjiqa0KuwWg4eSR6y+Axydj6fbWF42duSV4ZfpKqJqOx268GACwbu9R3POvmVi9JxdHy2vxzqM34Z1Hb0KMyRio6FGl3GmFZfhwSDExoqOIFcZFAwBmzzmA8iMc7SPyJ06bIn9j0Ygiuqpy+lSAXNA/HbdePAT/+voHqG1YZKtpOvYXVODDJVtwwwUDGy53eWVcNPAcyIoKq8sDq8uDc/tF2WLlACh222DPzIRkZGnTw20x+E8oqoQpk9bCYz/zSCMRtV5RFosG+ReLRpRxlnLupb9175CMP99zFSYu2oTCqrpW3eeakf1w189Pnjytaho0/eQbv+T4WNjdXiTGx6C42oriaitSEmL9HT2qFPoc8GSOgGTgtz0AYXWOxulUWTTMmbQwrKeBEYUKr8OByiO5omNQhOFP3CjjLCsUHSGixJiMeOOh67HpQCE2HShEXIwJcaccvpcQa4bRIDW5X1GVFQ9dez5+PrQ3uqUl4eHrLsD67PyG6687tz/W7jkKp9uHbmlJ6JaWBIebByi1h6ZpOKZ54Bs6XHSUkBLuIxon7Dngwoa5q0THIAp7xXuzAT0yvi9Q6DjzccQUcdxV5VBlH4zmKJ+f7icXDeyJ3l07oHfXDg3nXgDAQ+9+jYo6Bz5++g58vHQrNh1oXPByy2owceEmPHHLJUiMi8GG/fmYvGxrw/VGowFWlwd7jpXhoWvrz9eYeGxzcF5UBFFUFQUxgN5ncMs3jjKRUjQAYMHiAvQasA99LxghOgpR2OL6DAoEKT19ZOT8tKFWyRg9Fsnn9BEdgyigZFlGQXIs0LOX6CghyTJ/I2x1kbPrVkoC8MI/7kBK1y6ioxCFpRlPPs1dp8jvOHUqCjnLuE6DIpvH50FBx2SWjDPQI2yKhM0FfPX+EqiyLDoKUdiRvV6U5RwQHYMiEItGFOKCcIpkTo8LRd27AF27iY4S2iJo6tQJuUUylk9dLDoGUdgpzzkATVFEx6AIxKIRhTy1VVA8btExiPzO6rajtPc5kDp0FB0l5EXSGo1Trd5Qjex1W0THIAorx7ZtFx2BIhSLRpRylhWLjkDkV7VOGyoH9IeUlCw6SniI4B1hZ3y5F9UFHLklaq2jm1jOKTBYNKIU12lQJKly1qFm6BBIcfGio4SNSFujcSqvLGHK+yvhdblERyEKefaqKp6fQQHDohGlnKU8T4MiQ5nLirrhmZDMZtFRwkoE9wwAQFm1hnkfLRQdgyjkHd28teUbEbUTi0aU8tmt8DlsomMQnZUijw3OESMhGY2io4SfCF2jcapte+zYsmC16BhEIS1vE89oosBh0YhizhKOalB40nQdBbIT3uE8oK29In1E44S58/JQvP+Q6BhEIUnx+VCwfafoGBTBWDSimK3wqOgIRG2maSry4YM8ZJjoKOEtSoqGpkmY8uEGOC11oqMQhZzirL2Q3dyFkgKHRSOKOUsLoco+0TGIWk1RFByLkaANGCQ6StiL5MXgP2Wx65g5YRE0VRUdhSikcNoUBRqLRhTTNRWO4gLRMYhaxSv7kJ8cB713X9FRIkP09AwAwIE8D9bMWCY6BlFIObqZ29pSYLFoRDl7YZ7oCEQtcnvdKOqcCqT3FB0lYui6JDpC0C1dVYrDm3eJjkEUEixFxbAU8UwtCiwWjShnLzrG6QQU0hweF4rTuwGdu4qOQuFOkjD9i52wlJaJTkIkXB5HMygIWDSinCb74CrnJxoUmqwuB8r69IKU1kF0lIgTRUs0GnF5genvL4fs9YqOQiTUUa7PoCBg0SDYCjh9ikJPjdOGykEDICUmiY5CEaagTMHiTxeJjkEkjNfhQNHuPaJjUBRg0SDYC/OiagcaCn2VzjrUDhsKKTZWdJSIFY1rNE61YZsFu5ZvEB0jKiUaJfSINcLcwpdgiolvUQLlyPqNUGVZdAyKAibRAUg8xe2Cu6ocCV17iI5ChFKXFc7MEZAMfJNBgTV7zgGk9++J7gP7iY4S0uIMEu7rkYRvy52wqxoAoF+8CVd2iEeyyYBKn4qV1S5YFK3Fxzo/ORaXpMbCoepINhmwqNKBEq+KXnEm3NQ5AbttXuywedHBZECXGCNsrXhMarsDq1aLjkBRgj/JCQB3n6LQUOSxwzViJEtGEET7iAYAKKqEqZPWwmO3i44SsuIMEsZ0TUSqydhwWarJgNGdEvBjnQefF9tgUzRc3ymhxcdKMxlwYWosviyzY0aZHbtsHoxKiwcAjEiKwZoaNzKTYwAAAxPNyHXxE/dAcFnqkL+Dp4FTcPCnOQHgOg0SS9M05CsueIdnio4SRVg0AKDSouHrSQuha/zkvDk3d07AYWfjg107mg3YVOfBEZcMl6Zjn92HrrHG0zzCSQYJWF3jgkutn6pb5VMRZ6j/OowzSKiS63dANEmApgP8PxIYh9f9AJ27TVKQsGgQAMBnq4PHUiM6BkUhVVWQb1SgDB4qOkpU0Vk0GmQdcGHD3FWiY4Sk1bVuZNkbF41jbgX7HCcv62A2wCq3XAtqZQ3H3AoAwCwB5yXHNoxa+HQgwSBBgoTBiTE45ORoRqAc+H6N6AgURVg0qIH12CHRESjKyIqM/HgTtH4DRUehKLdgcQGO7donOkbIaWmNhAHABSmx2Gtv/XbBfeJM+O05qUgwGrDd6gEAHHb6cHf3JBxzy0g2GhrWgpB/2auqUJTF3aYoeFg0qIE17xB3n6Kg8cpeFKQmQO/VW3SUqKTz238jOiRM+2QL7FXVoqOElcvS4iDrQLbD1/KNjyvwKFhQ6YAGHZd3iAMAHHbJ+KTIioMOH6plFXd2TcSdXRNh5MCbXx1avTZ6D9EhIfiThhrIDhtclTwxlwLP5XWjsEtHoHu66ChRjO/gfsrmAr4cv5jbfrZSRpwJI5Jjsbza2ab1FDqAUq+KH2rdGJZ0cgtrnw70iTdD1XW4tfpfvWK5OaY/cdoUBRuLBjVizTsoOgJFOLvbiZJzekDq1Fl0lKjGNRrNyy2SsXzaEtExQl6KyYAbOydgba0Lta1YnwEAgxPMOD/5ZLHQdEA75dP1OIMEj6Yh1iDBImuwyBriOKThN3UlpSjLOSA6BkUZFg1qxHbsMDRVER2DIlSdy47yfn0gpaSKjkIS38Cdzur1Vchet0V0jJBllIAxXRKR55Jx1CXDLKHR4XsxUvNvLmoVDaPS4tA/3oxkowGj0uIabWE7ONGMQ04ZXq3+jI1kkwFejdN8/OXgao5mUPCxaFAjqs8LR3G+6BgUgaqdVlQNHgQpoeX99ikY+O3/TGZ8uRfVBUWiY4Sk3nFmdIoxYkRyLH6XkdbwK9lY/zX1y/QU9Ik3N7lflU/FmloXrugYhwd6JMGuaFhvcTdcb4AEt6aj2KOgk9mATmYDij384MtfeEgfiSClp4/kxwXUSHJGP2Rcd7voGBRByp1W2IcNg2TifOtQUTBlOyC1fPZBNEvvbMSz/7wfMQnxoqMQnZWqo0cx5cFHRcegKMSPtELIBReMQM+ePUTHgL0oH4rbJToGRYgStxX2zEyWjJDDb/8tKa1W8d1HC0THIDprexdy3RGJwZ/87ZSZOQQ+nwy1ladrFhWVwOc7/U4mXbt2xrx5U/Hxx9Pxr3+976+Y7aNrqMs7iM6ZF4jNQWGv0OuAL3Mklx2HGE1WuEajlbbtsaPvwjW4dMy1oqMQtYvs9WL/shWiY1CUYtFopyVLZsDUhk9or7xyLPLy8mE2mzBkyEDIsgxZbjz3dOfOvfjFL27G1183/gTNaDTCbDZh//7gHahXl5vDokHtpmkaCnQv1GHDRUeh5rTyAxKq9813uejZvyfOGT5YdBSiNju87gd47HbRMShKsWi005Ahl8Pn8zWMaLzwwpMYN24MRo26pdHtbr75Onz22f8aRjO6deuKJUtmwOfzNRrhiI+PhyQBLpcbixZ92egxjEYjvF4vRo68JsCv6iSvpQbu6grEd+4WtOekyKCqCvLNgN53iOgodBq6wgW2baFpEqZ8uAEv/LMbEjukiY5D1CZ75i8SHYGiGItGO7nd7pZvBMB4fBcO9fiWscXFpcjIaDpSsGnTEsyc+S0mTfrCfyHPUt2RHBYNahNZkVGQGAOckyE6Cp2J0pbj1QgALHYdsyYswq9ffQAGIxfRU3ioPpaP4j17RcegKMbVgAFmMNT/QPJ4fKe9zU03XYsuXTph06btGDPmxkbX9enTC4MHDwhoxtOpyzsIVT59bqJTeX1eFKQlsWSEAY5otE9OngdrZi4THYOo1fYuXCw6AkU5Fo0AOzGi4fV6m70+JsaMP//5GXz66Zfo1Kkj/vrXF2Aw1N8nLi4WH374Dj788J02rQfxF0328aRwahWX14XCbp2Abt1FR6FW0BWu0WivpStLcXjLLtExiFoke73IXrpcdAyKciwaAXayaDQ/MvDaa39ARsY5+OCDKVi9egMkyYD77/8FYmLM+PTT/8FoNOLBB5+CIugTyNoDe4Q8L4UPm9uBkl49IXXsJDoKtRYXg7efJGH65zthKS0TnYTojLgInEIBi0aAJSUlQZblZovC00//Go8+eh8URYHT6YKmaZg8eRpeeulpzJjxEZKTE3H33b9BWVmlgOT1vHW1cJTxdFxqnsVlQ8WAfpCSU0RHoTbQOKJxVlxeYPr7yyGfZqSaKBTsWcBF4CQei0aAPPLIfXjuucfx8MPjkJdX0Og6k8mE11//I55//klMnTq70XVTp86G3e5E374ZeOCBp2C3O4IZu1m1ORzVoKaqnFZUDx4MKY6nJocdjmictYIyBYs/5Rs5Ck3Vx/JRnMVF4CQei0aADBjQF7/5zQNwOl345z//13B5ZuYQLFr0Je6881Y88sgzWLXqh0b3k2UFL730D3Tt2hnXXXdFsGM3y150FD6HTXQMCiFlLivqhg+HFBMjOgq1g65y1yl/2LDNgt0rNoiOQdQEF4FTqGDRCJBXX/0XRoy4Grff/iDWrv2x4fL8/CLs3r0PN954LzZs2NroPkajEZdddhE2btyGDz74AuPH/xOjR18V7OhN6TosB/nJCNUrdtvgHDESErf4DF+cOuU3s2cfQPmRo6JjEDWQPR4uAqeQwaIRZA6HE3/5y1soLa1odHlGRk/Mnz8Vb775FwDAO+9MwrffLsYXX4zHn//8DOLjxU5PsRzeD41bYkY1TddR4HPCkzlCdBQ6SxzR8B9ZlTB10louuqWQkb10Ob8eKWTwwL42OuecdFx99c+On+qtN1w+fPhgJCYmYNy4Mc3eT5IMUBQF337beDgzOTkJsbExWLnyaxQVleCZZ15uuO5Pf/oHDh/Ow8sv/x73338nfvOb57Bjh5j1EqrXA+vRQ+gwaLiQ5yexNE1FAWSoQ4eJjkL+wAP7/KrSouHrSQvx0Ev3QzLw8zsSR1NVbJ/1tegYRA1YNNpoyJAB+Oc//wyXyw21mQWVf/3rC83ez2g0oqbG0qRoDBrUHyaTCbNmzcNbb42HLDceNfjssxn48cdtGDPmRmEl44TaA3tYNKKQoiooiJGg9xksOgr5ia6xaPhb1gEX+sxdhSvH3djyjYkC5Mj6DagrKREdg6iBlJ4+Um/5ZnSCwWCA5scf0vHx8bj88kuaLAoPVX1uuQeJ3dJFx6Ag8ck+FCbHAz3PER2F/Mi1PQdV+z2iY0QcCTqefv5n6Ht+pugoFKW+/O2TKMs5IDoGUQOO8baRP0sGALjd7rApGQBQeyBLdAQKErfPg8JOKSwZEUjj9rYBoUPCtMmbYa+qFh2FolBR1h6WDAo5LBrUJrb8XPhsdaJjUIA5PE4U9+gKdOkmOgoFgsqB7ECxuYAvxy+GKsuio1CU2TZjdss3IgoyFg1qG11H9b6dolNQAFlddpT1zoCU1kF0FAoQrtEIrNwiGcunLREdg6JI9bF85P24SXQMoiZYNKjN6nJzIDu5dV4kqnHZUDloAKSkJNFRKJC4vW3ArV5fhex1W0THoCixfdYc0RGImsWiQW2maxpHNSJQpdOK2iFDIMXGiY5CAcZzNIJj5ld7UV1QJDoGRThHdQ1yVqwSHYOoWSwa1C6Ww9lQ3C7RMchPSl1WWDMzIZnNoqNQMHDqVFB4fBKmvr8KPpdbdBSKYLvmfsc1QRSyWDSoXXRVRc3+XaJjkB8UeexwjRjJg8aiiK5xMXiwlFar+O6jBaJjUITyOV3YPW++6BhEp8V3FtRutQf2QvHwk7pwpek68mUnvMO553/UYdEIqm177Ni6cI3oGBSB9ixcBK/dIToG0WmxaFC7aYqM2gNiTyun9lFVFfmSDGXIMNFRSACOaATf3O9yUbz/kOgYFEF8The2fDlDdAyiM2LRoLNSk5MF1ecVHYPaQFZk5McZoPUfKDoKCcLtbYNP1SRM+XADXJY60VEoQuyc+y3cdVbRMYjOiEWDzorm86L24F7RMaiVvLIXBSkJ0DP6iI5CInFEQwiLXcfMCYt4MjudNY/NzgP6KCywaNBZq8neDY07XoQ8l9eDws4dgB7poqOQYJw6JU5OngdrZi4THYPC3PbZc+B1cG0GhT4WDTprqteN2kP7RMegM3C4nSjp2Q1S5y6io1AoYNEQaunKUhzewl37qH1cljrsmDNXdAyiVmHRIL+o3rudazVCVJ3LjrJ+vSGlpomOQiFC11k0hJIkTP98J+rKykUnoTC09asZkN3c8ZHCA4sG+YXq9fC08BBU47KhavBASAmJoqNQKOGIhnAuLzBt/DIoXp/oKBRG7FVV2P3tfNExiFqNRYP8pmb/LshOu+gYdFyF04raoUMhxcSKjkIhRuemUyGhoEzBok8Xio5BYWTLtK+g+FhOKXywaJDf6KqKyt1bRccgACUuK2yZmZBMJtFRKARx6lTo2LDNgt0rNoiOQWHAWlaGPQsXi45B1CYsGuRXdbk58FiqRceIaoVeO9wjRkIy8J83nQZ7RkiZPfsAKnKPio5BIW7TF9OhKYroGERtwnci5F+6joodm0SniEqapiFfccM3LFN0FApxnDoVWmRVwpSJa+Gxc7tSal5tYRGyly0XHYOozVg0yO8cxcfgLCsWHSOqqKqCfKMKZfAQ0VEoHHBEI+RUWjR8PWkBT22nZv3w4WR+bVBYYtGggKjYsVF0hKghKz7kx5uh9RsgOgqFCa7RCE1ZB1zYOHeV6BgUYgp37saR9VzHQ+GJRYMCwl1dAeuxw6JjRDyvz4uCtCTovTJER6Fwwp4RsuYvLsCx3dmiY1CI0FQVayZMEh2DqN1YNChgKnZugqaqomNELJfHjcJunYBuPURHoTDDAY3QpUPCtMmbYa/iphoEZC9ZhsojuaJjELUbiwYFjGy3wnJon+gYEcnudqAkIx1Sx06io1BYkkQHoDOwuYAv318ClTsMRTWv04n1kz8THYPorLBoUEBV7d4CxeMSHSOi1LlsKO/fF1JyiugoFKY4ohH6cgt9WDGVZyZEsy3Tv4LLYhEdg+issGhQQKk+Lyp2/Cg6RsSodlpRNXgwpPgE0VGIKMC+X1+F/T/wENRoVFtYhO2zvhYdg+issWhQwNUdyYGzolR0jLBX7rTCMnw4pJgY0VEozOk6p06Fixlf7kF1QZHoGBRka96fyMP5KCKwaFBQlG1eA13jwvD2KnbbYM/MhGQ0io5CREHk8UmY+v4q+Fxu0VEoSHI3bsLRzRzJosjAokFB4bXUoCZnj+gYYanQ54AncwQkA/+5kn9wRCO8lFarmPfxQtExKAgUrxdr3p8oOgaR3/CdCwVN1e4tkJ120THChqZpOKZ54Bs6XHQUijgsGuFma5YNWxeuER2DAmzbrDmoK+FUY4ocLBoUNJoio3wbTzdtDUVVccysQx04WHQUikA6i0ZYmvtdLor3HxIdgwLEUlKCLdO+Eh3DLwwcgafj+JVAQWXLPwJHSYHoGCFNlmXkJ5qh9+knOgoRhRBVkzDlww1wWepER6EAWPH2u1C8XmHPP3r0VTCZTI0uu/ji8zFhwluIjW39JiTJyUnIylqNMWNu9HdECkMsGhR0ZVvWcTeN0/D4PCjomAz07CU6CkUwjmiEL4tdx8wJi6Cp3FwjkuxdtASFO3cJe/7+/Xtj6tQJeOyxBxtd3qNHN9x1163QT3P4TkJCfJNycu+9YyFJEtat29Tk9iaTCfHx8f4LTiHP1PJNiPzLZ6tDdfZOdD3vUtFRQorT40JpejdIHTqKjkIRj58xhbOcPA/WzlqO6x68VXQU8gNHVTXWTvxQaIYrrrgMHo8Xs2fPa3S59/gIi88nN3u/I0e2nPYxDxzY2OzltbUWjBhxdfuCUthh0SAhqvduR1q/wYhJSRMdJSRY3XZU9ukNKSlZdBSKChzRCHdLVpQgY+BuDLz0fNFR6Cyt+u94eB0OoRluvfV6bN++G3FxsejRoysAwOFwtXi/8867Fl6vD16vF5IkYfLkd5Ge3h133PErKIqCcePG4s9/fha33fZLlJaWw2AwIi6OZ0FFE36sRULoqorSTatPOxwbTWqdNlQO6M+SQUGjSywaYU+SMO2zHagrKxedhM7CobXrcGS92E1Shg4diJ/97GJcccUo7NixquHXQw/d0+J9q6pqYLPZ4fX68Ic//A5XXnkZnnvuVTidLni9PsyePQ/5+YX46KN/IzU1BW63GxaLNQivikIFiwYJ4ywrRu3BvaJjCFXlrEPN0CGQ4jhnlYKJRSMSuLzAtPHLoHh9oqNQO7htNqx6d7zoGHjiiYdx9GgBeve+ED17nosBA0ZBlmXk5Jzc4eyCC0bgV78a1+z94+Pj8d57/8BTTz0Co9GAhQu/RF7eNuTlbcPBg5swdOggDBs2CMuWzcKDD96NmBhzsF4ahQAWDRKqYsdGeG11omMIUeayom54JiQzv+lScOkSv/VHioIyBYs+5WF+4WjtxA/hsliEZhg16kLcdddt+Mc//gvl+CYtF198HgBg586THwSmpaXib3/7I+69946Gy4xGI+6442asXj0Xl112EXJzj+G///0I/ftf0ujXgAGX4qKLbsCyZWvw5psvY//+DRgz5qZgvkwSiD9tSChdUVCyYSV0TRMdJaiKPDY4R4yEZDSKjkJRiSMakWTDNgt2r+QZReHk2LbtyF6yTGiGXr16YvLkd/Htt4vRq1dPjBs3BsCJ9RpZsNtPrhtZs2Yj/vSn1/HOO6/immt+DgDo3fscvPzys1i+fA2uueYu5OYew4svPoWCgp2NfhUV7cbu3avx8cfTcMEFo/HKK29h8eKVQl4zBR8Xg5Nw7soy1OTsRufMC0VHCThN11GkuCAPHyE6CkUpTVUBjmhEnNmzDiC9X090G8Dzd0Kdz+XCynfeFR0DlZVVmDp1Nj78cApuvXU0/vWvV3DZZRfhlluux8svv9nk9nPnLsaAAX3x0Uf/xm23PYjc3GO48sqx8J4yde+///0I77//aZP7JiUlwuVyQ9M0fP01R+CiCX/aUEio3LUZnroa0TECStNU5MMHecgw0VEomsk8wyYSyaqEKRPXwmMXu3sRtWzDJ5/DGgKL+L1eH957bzK8Xh+++24JfvGLRzB69NWorKzGokUrmr3PO+9MQk7OYTz++EMNj3Gq041oHDq0CUOHDgz4a6LQwxENCgm6qqJkwyr0u/UeSIbIm06kKAoK4gzQew8SHYWinK7woLdIVWnR8PWkBXjopfshGfg5Yigq3LUbO7/5VnSMZiUnJyExMQFPPvkHyKf5QELXdfz2ty+grq5+56iEhHh4vT6oxw+QHD/+E3zwwReN7nNiS1ubzQGTyYS4uNiG0Q2KfCwaFDI81RWo3rsDXSLsID+v7ENRSgKQ3lN0FCKAJ0pHtKwDLvSduwpXjLtRdBT6CbfNhsWvvwmE4Lbuw4cPweefv4fx4ydj48ZtZ7xtbe3JBew7dqxEampKw99vuulavPjiUy0+3w03jMP+/YdavB2FPxYNCimVWduQ1Ksf4jt1ER3FL9xeN0q6dgQ6dxUdhQhA/QYMFNnmLy5Ar0HZ6HNepugodIoVb/8Hjqoq0TGaGDPmRvz7369hzpwFTdZXSC2cuTN69Dg4nU74fDJ69OiKFSvm4JVX3sb8+UsbbvPss4/h0ksvwGOPvQCgfuSkoiL0/jtQYHBslUKLrqFkw0poavi/GXJ4XChO78aSQSFFVzhdIdLpkDD1482wV1WLjkLH7Vm4GIfXrRcdo5EuXTph+vRJmDDhTbz33mT87W//bnKbE2demM3Nfy5dUlKGujob4uPjMX78m5g27WvMmTMfXq8PPp8Ms9mM/fsP4rzzhmPatIkwGIwoLCxpsraDIpeUnj4y9MbwKOp1Hnkxul34M9Ex2s3qcqCyX29IiUmio1A7nZMUh2KHR3QMv5NLK1G6slh0DAqCARkxeOLvv4TRxMkLItUUFGDaI49B8XpFR2ninntux8GDudi370Cz1991122YMOFNDBw4Ci6Xu9nbpKd3x7p185CYmICysgrExJgRHx+PmBgzbDY7rFYbXC43evXqCZvNjltv/SWqq2sD+bIohLBoUMjqfeMvkJSeITpGm9U4bagdPAhSbKzoKBEhLdaEBbdfggeW70LJ8Tf+12d0xquXDEJ6Yiyya+z444Yc5FldLT7W45kZuG9wT6TEmLDkWCXe3nEEbkXDz3t0wPirM/FFdiE+2leA/qkJGNYxGYuOVQT65QWdr7AMZWvKRMegILn+yi645bd3iI4RtRSfDzMe/x0qDh8RHSWg/vjH/4PT6UJxcSmKikpRWFiC2loL9FPWo/Tp0wujRl2E2bPnCUxKwcaiQSHLGJeA/mMfgDkhUXSUVqt01sE6bDgkfoLoFx1izfj0+nNxQddUXPHNjyhxeJCRHI/5t1+MVzcdxLbyOvxt1CB0S4jFuKU7z/hY4wam4/fn98VTa/bB7lPw3pXDkWd14sUNOZh0dSYWHq3AK5cMxFVzN+Hpc/tg8r4CyFrkfXv0Hi1G+fpK0TEoiH7zm5EYflVkbbIRLtZO/BDbZ80RHYNIGK7RoJClelwo/mF52JwaXuqywpo5giXDjyZcnYnFPxlVGJCagHd35mFpfiWqPT7MOFiCEZ1TTvMIJ905oDs+zS7E3mobjtlcGJ91FNdn1G86kBZrxoFaOwAg3mSAoukRWTIAQFfD498T+c+ML/egpoDT5YLt2LbtLBkU9Vg0KKS5yotRtefMW+2FgkKvHa4RI7l3vZ/95ccDmJpT1OiyNcU1mHmopOHv/VITUGBredpUh7gYlJ6y5kLVdGjHh/UdsopO8TGQANzet1tETplqwO1to47HJ2HqhJXwnWaOPfmfy1KHpW+8JToGkXB8V0QhryprKxwlhaJjNEvTNOQrLviGcRvJQChqYTG22SDht5kZmHGw5Iy3A4ADNXaM7n1y2+S7B6ZjQ2n9gsQlxyow++YLsba4Bj2T4hvWgkQiHtgXnUqqVMz7eKHoGFFj2VvvwFnDBc9ELBoUForXL4fscoiO0YiqKsg3KlAGDxUdJWq9cEF/uGQVsw61XDT+sysP53ZOwZybL8SSsZfg9n7d8OWB+ukki45V4OJZ6zE/rwwHLQ58deP5+OrG8xFrjMBvkWpkTgmjlm3NsmHrwjWiY0S8nd98h7wfN4mOQRQSIvCnKEUi1eMOqfUasiIjP94Erd9A0VGi1uXpHfHA4J547of9UFpx0m6Jw4Mb5m3BXzYdQKnDgw0lNdheUddwvV1WcVXPTvCqGmq9Mmq9Mi7r0SGAr0AMXeOIRmv06Z4qOkJAzP0uF8U5h0XHiFjFe/dh7YRJomMQhQwWDQobrvISVGVtFR0DXtmLgtQE6L16i44StXolxeF/Vw7Ha5sPItfqbNN9HbKKn6d3xL935jW6PC3WhDqfgpQYE45aXThqdSEt1uzP2KEhzBaDd0yJQ+7sx9C7+8kF/8P7dsaWyQ+ievEzeOfJq1r9WC/edzFK5/0OlqXP4pt/jEXHlDgAwHUX9kb5gv/DS7+s35lpSO+OGDW8h39fSIhQNQlTPlgPl6VOdJSI46iqxoJXXoPGdVBEDVg0KKxU7dkmdL2Gy+tGYZeOQPd0YRmiXazRgM9Gn4dVhVVYVViNBJMRCSZjw/VJZiNMknTa+z99bh8sza/E/hp7o8vH9uuOhXnlsPkU9EyKQ8+kONi8csBehyhaGJ0M3ik1Hgvfvgt9e6Q1XBZjNmLBv36BXYcqcMnjX2JYn0545OaW10hdMfIcPHzjcFz97Cxc9Nh0xMUY8e7vrgEAPD7mXDz57ko8dvtIAMBdVw3Gtz9E7qf+FruOmRMX8Q2xH6myjPmvvMZ1GUQ/waJBYUfUeg2724mSc3pA6tQ56M9NJ13ZsyMGpiXi/sE9kf3Q1Q2/eibVfzq9dOyluKZXp2bv2zs5HmP6dcd/d+U1uc5kMKDWK2NrmQWD0hIxKC0RW8rrAvlSxAiR6YetMfO12zFndeMTi2++tC9SE2Px4gdrcbS0Dq98ugGP3jKixce6eGgPLNt6DIeLLMgrqcPs1QcxsFf91LgOyXHYk1t/tkhCnBmyokIOo0LWHjm5HqydtVx0jIixevxElGbvFx2DKORww38KO6rHjaK1S9HnpjthMAbnS7jOZUdV/36QEhKC8nzUWL8pqxv+vKqwutHff+rKuadfhFlgd+PcGT80e93n++tHypyKirGLtrczaRgIo6lTT767AsfKrBj/7HUNl43s3xVbc8rg9ioAgL15VRjWp/liear9x6rwxJjr8cnCPbC7fHj01hH4fkcBAMDh8qFrhwRIkHDftUMwZ83BwLygELNkRQkyBu7GwEvPFx0lrO1dvBRZ8xaIjkEUkjiiQWHJXVmGsk1rg/Jc1U4rqgYPYsmgiBBOB/YdK7M2uSwlMabJ5aqmIy0p9oyPtWJbPnJLLDgy6zGUL/g/JMaZ8c6M+jVfX689iHUT7sfSLUfRu3sKCspt/nsRoUySMO2zHagrKxedJGyV5RzAqv/8T3QMopDFokFhqy43B9XZuwL6HOVOKyzDhkGKiQno8xAFix7mJ54rqgav3HhtgcenICHuzAv377lmMDK6pWDog5+h820Tsf9YNb589VYAwOzVB9Ft7CTMWJWDfUersPJ/47Dyf+MQFxP5g/4uLzBt/DIoXp/oKGHHabFg/l/+ClWOvLVcRP7CokFhrWL7BtiL8wPy2CUuK+yZmZBMkf9mg6JIGK3RaE6tzYMuafGNLkuOj4FPPvPC5vuuG4qPF2ThcJEFFrsHz09cgzuvGoTU4yMhNqcPN17SFx6fihqrGzVWN645v1fAXkcoKShTsPizRaJjhBVVUbDw1b/DXlklOgpRSGPRoLBXvG4ZPJYavz5modcB94iRkAz8J0KRJZymTjVnx8FyXDrs5K5vvbunIDbGiFr7mU9zNxkldOuQ2PD3Hp3q/2w01O9Q1jElDrU2N9KSYnGoqBaHimrRKTW+2ceKROu31mL3yg2iY4SNHz74GEW7s0THIAp5fBdFYU+TfShcvQiKx332j6VpOKa64Rs23A/JiEJQmE+dWr+3CKmJMXjoxvp/oy89cClW7yyAdvx1JSfEwNTMie4/7ivBY7ePxBNjzsXDNw7HzL/djk3ZJai11ReUB0YPw6zvD6DO4UXvbino3S0FlhbKS6SZPesAKnKPio4R8nJWrMKOOd+IjkEUFlg0KCLIdiuK1i45q33hVVXBMZMGddAQPyYjCi3hvkZDVXU8+e5KfPjCaJTO+x3uumoQXp68vuH6rC8ewa2X9Wtyv/fn7sScNQfxysOX4eM/3ACrw4tfvbm04Xqz0YBqqxvrdhdieN/OGN63M9ZlFQXlNYUKWZUwZeJaeOzB3z48XBRl7cGyt94RHYMobEjp6SPD+6cO0Sk6DM5E+s+ua/mGPyErMgoSY4BzMgKQiih0WBb9CFtN+E8JSu+chIsGd8em7BJUW89+NJNOOm9oIh566T5OHf2JmvwCfPXE7+BlESNqNX4XoYhiOZSNmpysNt3H6/OiIC2JJYOiQ5iPaJxQWu3Awh9zWTICIOuAExu/XSU6Rkhx1NRg7ot/YskgaiMWDYo45dvWw1FS0KrburwuFHbrBHTrHuBURKEh3KdOUXDMX1SA/Kxs0TFCgs/lwnd/fBlWnjdC1GYsGhR5dB1Fa5fCU1t9xpvZ3A6U9OoJqWPLpwoTRQz2DGoFHRKmfrwZ9qozfx+NdJqiYNFr/0D5wUOioxCFJRYNikia7EPBqvnwOZo/4dfisqFiQD9IySlBTkYkFkc0qLVsLuCrCUugKoroKMJ8/94E5G3aLDoGUdhi0aCIpbicKFg5v8m2t1VOK6qHDIEUF/4LYonajEWD2uBIgQ8rpi0RHUOIrV/NRNa8BaJjEIU1Fg2KaD6rBYXfL4SmyACAMqcVdcOHQzKbBScjEkPXWTSobb7/oRI567eJjhFUOSu/xw8fThYdgyjssWhQxHNXlaNo3TIUu6xwjhwJyWgUHYlIGD28DwYnQb6anoWagmLRMYKiaHcWlr35tugYRBGBRYOigqPoGOyH90PX+C6LohxHNKgdPD4JUyeshM8V2dsJV+UdxXd/fgWqLIuOQhQRWDQoami7t0NdtlB0DCKh2DOovUqqVMz7OHK/h9YUFGDOs8/zrAwiP2LRoKiibl4PZe1K0TGIxGHRoLOwNcuGbYvWio7hd5aSEsx55gW4LHWioxBFFBYNijrq6uVQN28QHYNIDA5p0Fn65tsjKM45LDqG31jLyzHnmefhqI7uM0OIAoFFg6KSsmQe1KwdomMQBR0Xg9PZUjUJUz5YHxGf/turqjDnmRdgK68QHYUoIrFoUNRSvp0Fde8u0TGIiMKOxa5j5sRF0FRVdJR2c1osmPPsi6grKREdhShisWhQ9NJ1KN/MgJq1U3QSoqDRdUl0BIoQObkerJ21XHSMdnFbrfj62RdQW1AgOgpRRGPRoOim61C+nQl193bRSYiCgks0yJ+WrCjBka27RcdoE4/djm+e/yOq8o6KjkIU8Vg0iHQdynezoe6KrpNviYjOmiRh2uc7UFdWLjpJq/icLsx98SWUHzwkOgpRVGDRIALqy8a8OVB3bhWdhCigOHWK/M3lAaaNXwbF6xMd5Yx8bje+/dPLKM3eLzoKUdRg0SA64UTZ2L5ZdBIiorBSUKZg8WeLRMc4La/DgW+e/yOKdmeJjkIUVVg0iH5CWfAN1K0/io5BFBAc0aBAWb+1FlkrN4qO0YTLUofZTz+Hkr37REchijosGkTNUBZ9C3VL6P3AJCIKZbNm5aAi95joGA3slZWY+btnUXH4iOgoRFGJRYPoNJTF30HZtF50DCI/44gGBY6sSpgycQ08dofoKLAUF2PGk89wC1sigVg0iM5AXTofyoY1omMQ+Y3OokEBVmnR8PWkhdA1ccfQV+UdxcynnoGtPDx2wyKKVCwaRC1QVyyGsnS+0B+aRP7CokHBkHXAiY3frhLy3GU5BzDrd8/CWVMr5PmJ6CQWDaJWUDeth/L1V9BlWXQUorPEokHBMX9RAQqygruVbOHO3Zjz7PPw2O1BfV4iah6LBlEradlZkKd/At3tFh2F6CywaFBw6JAw5eNNsFfXBOX5cjduwjcv/gk+F79HE4UKFg2iNtCP5UH+bBJ0a53oKETtokv8tk/BY3MBX72/GKqiBPR5clZ+j/kvvwrVF9qHBhJFG/7EIWojvaIMvk8mQKvgIkMKRxzRoOA6UuDDimlLAvb4m6ZOx+K/vwFNVQP2HETUPiwaRO1hrYP86URo+XmikxC1CUc0SITvf6hEzvptfn1MxefDkjfewsZPPvfr4xKR//AnDlF7edyQp3wMNXuP6CREbcARDRLjq+lZqCks9stjua1WfPPcH7B/2Qq/PB4RBQaLBtHZUFUoc6ZD3bxBdBKiFmmqCnBEgwTx+CRMfX/lWS/Wri0swlePPYWiLH7IQxTq+BOH6GzpOpQl86AsE3tAFVGLFM5hJ7FKqlTM+3hhu+9ftDsLXz3+O1iKS/yYiogChUWDyE/UH9dB/vIz6G6X6ChEzdK5WJZCwNYsG7YtWtvm+2UvW4E5v38RHpstAKmIKBBYNIj8SD9yEL6PxnNHKgpNMosGhYZvvj2C4pzDrbqtrmnY8MnnWPrGW9ACvE0uEfkXiwaRv9VWQ578PtScfaKTEDXCEQ0KFaomYcoH6+Gy1J3xdorXi0V/fwObp04PTjAi8isWDaJA8HmhzJwCZfVyrtug0ME1GhRCLHYdsyYtOu35F7aKSsz6v9/j4PdrgpyMiPyFRYMogNS1K6HMnALd4xEdhQg6iwaFmP1HPFg7a3mTywt27sL0Xz+GspwDAlIRkb+waBAFmHZwP+TJ46FVVYqOQtGOU6coBC1ZUYIjW3c3/H3bjFn4+vcvtjitiohCn5SePlIXHYIoKsTGwTTuQRgHDxOdhKKU91gJyn+oEB2DqImEOODZP4/G5s+n4NDadaLjEJGfsGgQBZMkwXjdTTBdPVp0EopC3txClG+sFh2DqAmTtw5pFeth8nHrWqJIYhIdgCiq6DrU75dBLyqA6c77ICUmiU5EUYRrNCgUxdmOIrVqKySdX59EkYZrNIgE0A7lwDfxP9DyWrePPJE/6Cp3QKMQoilIqdyCtMpNLBlEEYpFg0gUhx3y1MlQViyGzkOoKBi41TKFCKPPhk7FK5BgyxUdhYgCiFOniETSdagb1kA7mgvzvQ9C6thZdCKKYLrCokHixVuPILl6BwwcxSCKeBzRIAoBekkhfJP+CzVrp+goFMm4vS0JJKkepJWtQ2rVVpYMoijBEQ2iUOHzQpk7A1ruQZhuuwtSXJzoRBRhdJWbDJIYMc4SpFZuhlHl4aVE0YRFgyjEaFk74SssgHncgzCckyE6DkUQXeOnyBRkmoLkmt1IsB6CJDoLEQUdp04RhaLaasifTICyfg10LuAlf+GuUxREJm8tOhUvQyJLBlHU4ogGUajSNKgrF0M7tB+mO+6FoUtX0YkozHF7WwoKXUdC3QEk12RBAr/miKIZRzSIQpxecAzyB+9CWb8aOhfz0tnQuEaDAsvos6FjySqk1OxiySAijmgQhQVFgbpyCbTsPTD94l4YevQUnYjCUP2IhlF0DIpEuobEuhwk1e6FpLNgEFE9jmgQhRG9tBjyR+9BWbUUuiyLjkPhhiMaFAAmTy06FS+vnyrFkkFEp+CIBlG40TSoP3wPLWdv/ehGRl/RiShMcGMB8itNQVLtPiTW5UACSywRNcURDaIwpVdVQv50EpTF86B7vaLjUBjQOaJBfmJ2V6Bz0RIk1e1nySCi0+KIBlE403WoWzZAPZgN8x3jYBgwWHQiCmE8sI/OlqT6kFyzG/G2I9yylohaxKJBFAnqLJCnTobh/ItguuE2SMkpohNRKOL8eToLcfZ8JFfvhFF1i45CRGGCRYMogmi7d8CXsw/Gq0fDeNmVkEz8J04nsWdQe5i8FqRUbUeMp1J0FCIKM3wXQhRpvF6oKxZD27EFxpvHwjhkuOhEFCq4RoPaQFK9SK7Zc3yaFL92iKjtWDSIIpReUw3lq8+hDhwC081jYejaTXQkEoyLwalVdA3xtlwk12TBoPlEpyGiMMaiQRTh9CMHIecdhnHU5TBecyOk+HjRkUgUnUWDzszsrkRK1XaYfRbRUYgoArBoEEUDTYO6aT3UrJ0wjb4FhgsvhWTg7tbRhiMadDoGxYXk6l2Id+SLjkJEEYRFgyiauJxQFnwDadsmmG79BQx9+olORMHEnkE/Iak+JNbtR2LdQUi6KjoOEUUYFg2iKKSXlUD+bBIMw0bAeN1NMHTrIToSBQFHNKiBpiDRegiJlv1ch0FEAcOiQRTFtJx90A5kwzDyfBivuQGGzl1FR6JAYs8gXUO8LQ9JtXt5HgYRBRyLBlG003Voe3ZB25cFw3kXwXTNDZA6dBSdigKAa8GjmK4jzlGIpNosmGS76DREFCVYNIionqZB27UNvj07YbjwUpiuHg0pJVV0KvInNo2oFOMqRXJNFszeWtFRiCjKsGgQUWOqCm3bJvh2bYPxkp/BeOV1kJKSRaciP2DPiC4xrjIkWrIR664QHYWIohSLBhE1T1Hqt8TdvgXGyy6H8fJrICUkik5FZ0OXRCegQNN1xDqLkWjJRoy3RnQaIopyLBpEdGayD+r6NVC3/gjjZVfAOOoKjnCEKZ1DGpFL1xDnKESiJRtmX53oNEREAFg0iKi1vF6o676HuvEHGC64GKafXw2pU2fRqagNdHBEI+LoKuJtx5BYlw2T7BCdhoioERYNImobRa5fw7F9MwzDR8J4xbUw9OwlOhW1hg6wa0QGSVMQb8tFoiUHRtUlOg4RUbNYNIiofXQdWvYeaNl7IPUdAOPPr4Jh0FBIBoPoZHQ6LBphz6A4kWA9ggTrERg0r+g4RERnxKJBRGdNP5YL5VgupE6dYbzsShjOvxhSbKzoWPQTnDoVvszuSiRYDyLOUQSJJy8SUZiQ0tNH8jsWEflXXDyMF42C8bLLIaV2EJ2Gjiv9/AfIRi7kDxuainhHPhLqDsLss4hOQ0TUZhzRICL/87ihblwLddMPMAwaCsNFo2AYOASS0Sg6WVTjp0rhwSA7kWA7jARrLqdHEVFYY9EgosDRNGgH90M7uB9IToXxwothvOBSSB07iU4WpTh1KmTpOmLcFUiwHkask9OjiCgysGgQUXDYrfXb4677HlL/QTBedCkMQ0dAMvHbULBwjUboMcoOxNvyEGc/CpPiFB2HiMiv+BOeiIJOzzsMJe8wkJAI43kXwXDRpTB07S46VhRg0QgFkqYg1lGIeHseYtwV/L9CRBGLRYOIxHE5oW76AeqmHyBl9IHxolEwZJ4LKYY7VgUCRzTEMrsrEW8/ijh7AQy6LDoOEVHAsWgQUUjQC/OhFOYDi76DYfAwGEacV7+APCZGdLQIwqIRbEbZgThHPuJtR2GSbaLjEBEFFYsGEYUW2QctOwtadhYQE1NfOjJZOvxBl1g0gsEgOxHnKECcowAx3hrRcYiIhGHRIKLQ5fNB25cFbV9WfekYMhyG4efWn0BuNotOF4Z4anugGGQn4pxFiHMUwOyp4tgRERFYNIgoXPh80PbuhrZ398nScWKkg6WjVbhGw7+MPhvinIWIdRTB7K3hf10iop9g0SCi8NOodMTCMGgIDAPrf0kpqaLThS6JIxpnRVcR465CjKsUsa4SmH1W0YmIiEIaiwYRhTefF1r2HmjZewAAUrceMAwYDMPAwZB69+Nox6lYNNrMIDsR6ypFrKsUMa4yGHRFdCQiorDBokFEEUWvKINaUQb1x3WA2QxD3wGQBg6pLx9duoqOJ4wm8w1yq+gqYtyVx4tFKUctiIjOAosGEUUuWYZ2+ABw+ABUAOjQ8fhoxxAY+g2AFBcvOmHQ6CwazdNVmL21MLurEOOuQIy7gqMWRER+wqJBFOYMhvrpMJqmCU4SBiy10LZvhrZ9MyBJkLp2h5TRB4aMPpB69YGhcxfRCQNH5ZtnoP5UbrOnCmZPFWLclYjxVEHSVdGxiIgiEosGUYi7+OLz8dxzj+ORR56B/JNPpQ0GA5Yvn4XZsxfgiy9mCkoYpnQdekUZ9Iqy+uIBAAmJ9aUjow8MvfpA6tkrYs7u0JXoLKKS6kXM8VJhdlce3x1KFx2LiCgqsGgQhbi9e/ejd++eePHFp/D22xMbXadpGtat24yHHrobU6fOhqZpiIuLQ3x8HCyWOgBAenp3GAwGqK34RNvj8cJiieI56S4ntIP7gYP766daGQyQuqfDkNEXUkbv+vLRoaPolO2jRP6IhkFxw+StrZ8K5a2FyVsLk+IUHYuIKGpJ6ekj+dEOUYi77LKLkJKSjBUr1uKii87DggXToJzmjaPJZML+/Qdxww33AgBmz56Mc88dftrbA0BychLMZjO+/349fvWrZwLyGiJGbBykbt3rd7fqWv+71K07pMQk0cnOSC6vQunyItEx/MYgOxsVCrO3FkbVLToWERGdgiMaRCHKYDDgxx8Xw+v1QlXrp73ccMPVmDJlFhRFQe/eFwIALrxwJK677gqMH/8JfD4ZAGA2n/ynfd99T5z2OdLTu+Oll57G6NFX4dtv52LKlFkBfEURwuuBXpgPvTAfjSYjJSbVl49uJ8pHD0hdukGKixOVtDE5DNch6CqMsgMmnw0m2Qbj8d9NPisMmk90OiIiagGLBlGI0jQNTzzxB3g8XqSkJGHOnE/x5pvvQdfrByHj4uLg8/kwevTVOP/8zIaSERNjhqadeaCyb98MPPHEw7jlluswbdrXGDXqFths9oC/pojmdEA/egTq0SONL0/rAKlTZ0hpHSGldWj0CylpkIzGoMTT1BAtGpoKo+qCQXH9pFBYYZSdXE9BRBTGWDSIQtjevTkAgFdeeQ4bNmzBmjUbMXz4YADAunXfoXv3rjCbzfB6fcjL2wZJkhAbG4NXXvkXpk6dfdrHfeONPyM1NQXXXnsXqqtrg/JaoladBXqdpfm3y5IEJKccLx4dm5aQhAQgPsE/hw4KWAwuaTIMigtGxdXw+6l/NqguGFQvpKAnIyKiYGDRIApxI0cOw2OPPYjRo8fh0Ufvx9GjBdA0HZdfPgb9+vXGggXTcMstD8BoNCI39xgkSYLBYEBMTP2b0xMjHafyer3IzT3apGQYDAbExcVC1wG3m/PdA07XAZsVus0KvTD/9Lczm+sLR3zCyd8TTvw9/uTlCQlATCxgNAJGEySTCTDV/1n3eiBpCnRI9QWn4ffjOXQNEtT633Wt4feGPx+/zqDJkFQfDJoPkuaDQfXW/7nRZcf/zG1jiYiiGosGUQhLS0vBhx++DbPZjJ49u+PVV5/Hp59+CY/HA0VRMG7cGCxcuAI333wdLr/8UjzwwJPQdR2qquLRR+/D66//6YyPP27c2GYvf+ut9/HBB18E4iVRe8gyINcXEgDtmkwkAej2k8v049dwehIREQUCiwZRiEpJSca0aRNRWVmDvn17Y9q0ifj006/w/ffrcffd9aMZDz10D8aOfRiXX34pfL76xbExMWbIsoKvvpqL2bPnQ1GUhnUdJ0ya9Dbcbjf++MfXG12uqhpUVYUkcTJLNKj/v8ySQUREgcGiQRSiOnRIhSwreO65v2Lr1mXYs2c/rrrqMuTm5sPtduO3v/0lkpISsXjxVzCbzTAYDCgp2QMAuOOOR7B9+24A3mYfW9frC4XX2/zOPT8tJkRERERtZRAdgIiaV1BQjLvv/k3DblDPPPMXZGcfRPfuXVFUVIr//vdjDBt2OQYMGIW//e0/WLlyHXr3vhADB47Czp17BKcnIiKiaMeiQRQmfD4fnn/+NfTv3xv5+YUAAE3TkZAQj5gYM4xGY8PvHTqkiQ1LRO0yaFB//P73j8Fkat+Egw4dUtGhQ6qfUxERtQ+nThGFmQsuGImNG7dix46VkGUZiqIgJsYMk8mEHTtWwmg0QlFUDB9+xRkehWswiEJR374ZePrp3+D99z9t1/3/+c+X4fF48eKLf/NzMiKitmPRIApxJ9ZlS5KEiy8+HxkZPTFhwmd46aU3Gm7zyCP34YorLsVvfvP8GR/rsssuQlpaKi64YARWr94QyNhE1ILY2Bj4fHKjNVGqqkKWG29JfWK7ak3TGrar7t+/N0wmMxRFaXTbuLhYyLKM/v37NFwmSRJiYsyoq7OhtLQ8cC+IiOgnWDSIQpzJVH8eRmxsLF577UVs3LgVJSVlP7lN606XHjPmRjz88DiUl1diwYLlfs9KRK23dOksDBkyoNnrTmzscKqPP56GN974HwDgrbdewQUXjGyyq1x8fDw0TcMNN1zdcFl90YjB9Olf4/XX3/XviyAiOgMWDaIQZzabYLXaYDQaMWfOfBw8eKTJbTp0SENsbGyLj/XOOxPxv/99jKqqmkBEJaI2uOuuRzFgQF9omob9+w8BAEaPvgpvv/0qLrxwdMPtrr32ClRWVuHgwdyGy+699/FmH/O99/6B2tq6hkJCRCSSlJ4+kvtYEhERCTBnzidIS0vFzTffD03TcPvtN+Bvf/sjLrroZNFYteob2O0O3Hnno43ue8kl52PevKktPkdVVQ3OO+9af0cnImoRRzSIiIgE+etf38H333+DBx+8C9Onf4OYmJhGazSuvvpnGDSoH66//p4m95Vl5fhtftFkOuUJY8bchBdeeCIw4YmIWsDtbYmIiAQ5fDgPy5evweOPPwQAMJvN8PnqD9KMjY3B3//+RyxYsBxHjhxtct8TC8Pdbg9cLnezv3w+Hw/gJCJhOKJBREQUZL169URCQjwURcE33yyCw+FE//590LNnd0iShP79+yAuLhaVldVYsGA5Bg7sh7i4WJSWVqCmphZA/fotADAaDTAam98QwmCQ2n0mBxHR2eIaDSIioiB7++1XMXbsTU22p01ISEBcXCx8PhkOh6PhckkyID4+Dq+88i/Mnj0PQOvXaNTWWjBixNX+jE9E1CosGkRERCFi1aqvsWPHHvziF7dg7Nhf4dCh3NPe1mw2IS2t/hTwBx64E7/+9QO4/vq7ccUVozBx4lsNC8A1TW8YBSEiCiaOpxIREYWAsWNvQp8+GXjwwf+D3e7Ehx++g1tvfQAej7fZ28uy0rBV9bXXXo6NG7eiqqoGNpsdALiNNREJx8XgREREgl155WX4979fw9///h9UVFThP/+ZBLvdjqlTJyA+Pv6094uLi8X//vcPjBgxDBMnfnba240efRXuuus2rtcgoqBi0SAiIhIkPj4er7/+J3z55SS89dZ4zJjxLYD60YpHHnkWHTumYenSGRg2bFCj+2VmDsGLLz6FTZuWYOzYm/DMMy83HOinqioA4IorRqF//z4YMKAvfvnLu/D3v/+BO1ARUVDxow0iIqIg69s3A7fdNhq/+tW9kCQJv/71c1i9ekOj29TV2XDnnb/GRx/9G8uWzcLs2fMxefJ0HD1agKuv/hleeOFJrF69Hv/853gcPpzXcL+srGzs3p2Njz/+DyQJ0HXA6XTitdf+3VBCiIiCgYvBiYiIguy55x7Hww+Pw5Qps/DFF7PgdLrOePtf//oBPPXUr3DPPb9Ffn4RYmNj0L17VxQUFAcpMRFR27FoEBERBdmJMzBOnO7dGgaDAZqmBSoSEZHfceoUERFRkLWlYJzAkkFE4YaLwYmIiIiIyO9YNIiIiIiIyO9YNIiIiIiIyO9YNIiIiIiIyO9YNIiIiIiIyO9YNIiIiIiIyO9YNIiIiIiIyO9YNIiIiIiIyO9YNIiIiIiIyO9YNIiIiIiIyO9YNIiIiIiIyO9YNIiIiIiIyO9YNIiIiIiIyO9YNIiIiIiIyO9YNIiIiIiIyO9YNIiIiIiIyO/+Hy7QYvG7pLRSAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 数据准备\n",
    "categories = [\"裙子\", \"毛衣\", \"卫衣\", \"裤子\", \"夹克\", \"外套\", \"T恤\", \"衬衫\"]\n",
    "counts = [71, 54, 63, 66, 55, 63, 73, 66]\n",
    "total = 511\n",
    "percentages = [round(count / total * 100, 1) for count in counts]\n",
    "\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "# 定义颜色\n",
    "colors = [\n",
    "    \"#e63946\", \"#f1fa8c\", \"#457b9d\", \"#219ebc\", \n",
    "    \"#023e8a\", \"#90e0ef\", \"#5a189a\", \"#ff9f1c\"\n",
    "]\n",
    "\n",
    "# 定义每个扇形的“突出”比例\n",
    "explode = [0.1, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1, 0.0]\n",
    "\n",
    "# 创建画布\n",
    "plt.figure(figsize=(10, 8), facecolor=\"#1a1a2e\")\n",
    "\n",
    "# 绘制南丁格尔圆饼图\n",
    "wedges, texts, autotexts = plt.pie(\n",
    "    counts,\n",
    "    explode=explode,\n",
    "    labels=categories,\n",
    "    autopct=lambda p: f\"{p:.1f}%\",\n",
    "    colors=colors,\n",
    "    startangle=90,\n",
    "    textprops={\"color\": \"white\", \"fontsize\": 12},\n",
    ")\n",
    "\n",
    "# 调整百分比标签的颜色和大小\n",
    "for autotext in autotexts:\n",
    "    autotext.set_color(\"white\")\n",
    "    autotext.set_fontsize(10)\n",
    "    # 调整百分比标签的位置（避免被扇形遮挡）\n",
    "    autotext.set_position((autotext.get_position()[0] * 1.1, autotext.get_position()[1] * 1.1))\n",
    "\n",
    "# 添加标题和说明\n",
    "plt.title(\"服装品类销售占比\", color=\"white\", fontsize=18, y=1.1)\n",
    "\n",
    "\n",
    "# 去掉坐标轴\n",
    "plt.axis(\"equal\")\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "98956aee-f137-43bf-8819-9eb5fb307f0d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
